--------------------------------------------------------------------------------------------------------------------------------------
      name:  <unnamed>
       log:  /Users/gaborsimonovits/Dropbox/onkori audit/psrm/replication/munilog.log
  log type:  text
 opened on:   3 Aug 2021, 14:26:10

. use "data_raw.dta", clear

. 
. 
. ** Drop late responses
. 
. gen days_passed= minutes_passed/(24*60)
(747 missing values generated)

. replace r=0 if days_passed>15
(13 real changes made)

. 
. ** Recode predictors
. 
. recode opened_tasz (.=0)
(2312 changes made to opened_tasz)

. 
. gen followed_up=ping=="True"

. 
. tab eth, g(rr)

  ethnicity |      Freq.     Percent        Cum.
------------+-----------------------------------
       Roma |      1,260       50.00       50.00
      White |      1,260       50.00      100.00
------------+-----------------------------------
      Total |      2,520      100.00

. renvars  rr1 rr2 / roma white

. 
. tab gender, g(g)

     gender |      Freq.     Percent        Cum.
------------+-----------------------------------
     female |      1,308       51.90       51.90
       male |      1,212       48.10      100.00
------------+-----------------------------------
      Total |      2,520      100.00

. renvars g1 g2 /female male

. 
. tab req, g(req)

    request |      Freq.     Percent        Cum.
------------+-----------------------------------
    Camping |        614       24.37       24.37
   Cemetary |        629       24.96       49.33
    Nursery |        635       25.20       74.52
    Wedding |        642       25.48      100.00
------------+-----------------------------------
      Total |      2,520      100.00

.  renvars req1 req2 req3 req4 / camping cemetary nursery wedding

. 
. gen w2=wave-1

.  
. gen treated=tasz=="treatment"

. 
. ** Interaction
. 
. gen treated_roma= treated*roma

. gen treated_w2 =treated*w2

. gen roma_w2= roma*w2

. gen treated_roma_w2= treated*roma*w2

. 
. 
. ** Timing
. 
. gen t=substr(sent, 1,10)
(5 missing values generated)

. split t, parse(-)
variables created as string: 
t1  t2  t3

. drop t

. destring t2 t3, replace
t2: all characters numeric; replaced as byte
(5 missing values generated)
t3: all characters numeric; replaced as byte
(5 missing values generated)

. destring t1, replace
t1: all characters numeric; replaced as int
(5 missing values generated)

. gen sent_date = mdy(t2, t3, 2020)
(5 missing values generated)

. gen intervention_date = mdy(6, 26, 2020)

. gen t= sent_date-intervention_date
(5 missing values generated)

. 
. ** Format
. 
. egen id=group(municipality)

. xtset id wave

Panel variable: id (strongly balanced)
 Time variable: wave, 1 to 2
         Delta: 1 unit

. 
. ** Table OA1
. 
. tab help_p help_m

           |                   help_m
    help_p |         0          1          2          3 |     Total
-----------+--------------------------------------------+----------
         0 |        13          5          1          2 |        21 
         1 |         8         48         36         10 |       102 
         2 |         3         64        469        241 |       777 
         3 |         1          3         54        372 |       430 
-----------+--------------------------------------------+----------
     Total |        25        120        560        625 |     1,330 

. tab polite_p polite_m

           |                  polite_m
  polite_p |         0          1          2          3 |     Total
-----------+--------------------------------------------+----------
         0 |         3          2          1          0 |         6 
         1 |         4         20         37          5 |        66 
         2 |        25        253        587        132 |       997 
         3 |         6          5         57        193 |       261 
-----------+--------------------------------------------+----------
     Total |        38        280        682        330 |     1,330 

.  
. gen polite=polite_m+polite_p
(1,190 missing values generated)

. gen help=help_m+help_p
(1,190 missing values generated)

. 
. replace polite=polite/0.06
(1,327 real changes made)

. replace help=help/0.06 
(1,317 real changes made)

. recode help (.=0)
(1190 changes made to help)

. 
. gen help_narrow=help

. replace help_narrow=. if polite==.
(1,190 real changes made, 1,190 to missing)

. 
. egen nr=sum(r/100), by (id)

. 
.  
.  drop formated_town subject sender_name help_p polite_p help_m polite_m body resp_sender minutes_passed same_address ping  t1 t2 t3 
> sent_date intervention_date camping male

. 
. label variable index "Observation ID"

. label variable id "Municipality ID"

. 
. label variable town "Name of town"

. label variable municipality "Name of local government"

. label variable muni_type "Type of local government"

. label variable countyx "County"

. label variable number_of_towns "# of towns served by local government"

. label variable wave "Wave"

. label variable email "Email of local gov."

. label variable request "Type of request"

. label variable ethnicity "Ethnicity treatment"

. label variable pop "Population of towns served by local gov."

. label variable block "Pre-treatment blocks"

. label variable tasz "HCLU intervention"

. label variable opened_tasz "HCLU intervention recieved"

. 
. label variable gender "Gender of sender"

. label variable email_from "Sender email"

. label variable status "Email status"

. label variable day "Day request sent"

. label variable sent_time "Time request sent"

. label variable response "Response to request"

. label variable resp_date "Time response recieved"

. 
. label variable followed_up "Follow-up planned"

. label variable ping_sent "Follow-up sent"

. label variable bounced "Request email bounced"

. label variable days_passed "Days between request and response"

. label variable polite  "Politeness of response"

. label variable help "Helpfulness of response"

. label variable r "Response recieved"

. 
. label variable roma "Roma requester"

. label variable female "Female requester"

. label variable cemetary "Cemetary request"

. label variable nursery "Nursery request"

. label variable wedding "Wedding request"

. label variable w2 "Second wave"

. label variable treated "HCLU treatment"

. 
. label variable treated_roma "HCLU treatment X Roma interaction"

. label variable treated_w2 "HCLU treatment X wave 2 interaction"  

. label variable roma_w2 "Roma X wave 2 interaction"  

. label variable treated_roma_w2 "HCLU treatment X Roma X wave 2 interaction"  

. 
. label variable t "days between intervention and request"  

. 
. label variable nr "number of requests responded"  

. 
. 
. 
. 
. 
. order id town municipality muni_type countyx pop  number_of_towns block wave w2  email index  tasz treated opened  request  cemetary
>  nursery wedding ethnicity gender email_from day sent_time  treated_roma treated_w2 roma_w2 treated_roma_w2 t ping_sent followed_up 
> status response resp_date bounced r help polite days_passed 

. 
. 
. 
. 
. ** Basline discrimination (main)
. 
. 
. table white,  stat(mean r  help  help_narrow  polite)

------------------------------------------------------------------------------------------------------
                 |  Response recieved   Helpfulness of response   help_narrow   Politeness of response
-----------------+------------------------------------------------------------------------------------
ethnicity==White |                                                                                    
  0              |           46.90476                   34.7619            73                 66.33333
  1              |           57.61905                  45.41005        78.379                 70.52511
  Total          |            52.2619                  40.08598      75.95238                 68.63408
------------------------------------------------------------------------------------------------------

. 
. table white if (nr == 2),  stat(mean r  help  help_narrow  polite) 

------------------------------------------------------------------------------------------------------
                 |  Response recieved   Helpfulness of response   help_narrow   Politeness of response
-----------------+------------------------------------------------------------------------------------
ethnicity==White |                                                                                    
  0              |                100                  73.84135      73.84135                 67.29055
  1              |                100                   78.0303       78.0303                 69.51872
  Total          |                100                  75.93583      75.93583                 68.40463
------------------------------------------------------------------------------------------------------

. 
. xtreg r white female cemetary nursery wedding if treated==0, cl(id) fe

Fixed-effects (within) regression               Number of obs     =      1,268
Group variable: id                              Number of groups  =        634

R-squared:                                      Obs per group:
     Within  = 0.0705                                         min =          2
     Between = 0.0001                                         avg =        2.0
     Overall = 0.0281                                         max =          2

                                                F(5,633)          =      10.62
corr(u_i, Xb) = -0.0481                         Prob > F          =     0.0000

                                   (Std. err. adjusted for 634 clusters in id)
------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
       white |   13.38131   2.656333     5.04   0.000     8.165022     18.5976
      female |   2.363061   3.516449     0.67   0.502    -4.542256    9.268379
    cemetary |   20.96181   4.593877     4.56   0.000     11.94073     29.9829
     nursery |   9.115665   4.664848     1.95   0.051    -.0447838    18.27611
     wedding |   9.923641   4.599528     2.16   0.031     .8914616    18.95582
       _cons |   35.05531   3.654706     9.59   0.000     27.87849    42.23212
-------------+----------------------------------------------------------------
     sigma_u |  36.421159
     sigma_e |  47.082188
         rho |  .37437581   (fraction of variance due to u_i)
------------------------------------------------------------------------------

. outreg2 using muni_disc.xls, dec(1) br  ci  noaster
muni_disc.xls
dir : seeout

. 
. xtreg help white female cemetary nursery wedding if treated==0, cl(id) fe

Fixed-effects (within) regression               Number of obs     =      1,268
Group variable: id                              Number of groups  =        634

R-squared:                                      Obs per group:
     Within  = 0.0792                                         min =          2
     Between = 0.0003                                         avg =        2.0
     Overall = 0.0337                                         max =          2

                                                F(5,633)          =      12.29
corr(u_i, Xb) = -0.0337                         Prob > F          =     0.0000

                                   (Std. err. adjusted for 634 clusters in id)
------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
       white |   12.86474   2.148215     5.99   0.000     8.646249    17.08323
      female |   1.400959   2.863922     0.49   0.625    -4.222977    7.024896
    cemetary |   15.31215   3.664273     4.18   0.000     8.116553    22.50775
     nursery |   6.887319   3.821373     1.80   0.072    -.6167816    14.39142
     wedding |   7.124706   3.808406     1.87   0.062    -.3539318    14.60334
       _cons |   26.24187   2.985334     8.79   0.000     20.37951    32.10422
-------------+----------------------------------------------------------------
     sigma_u |  29.742742
     sigma_e |  38.086117
         rho |  .37882714   (fraction of variance due to u_i)
------------------------------------------------------------------------------

. outreg2 using muni_disc.xls, dec(1) br ci  noaster append
muni_disc.xls
dir : seeout

. 
. heckman help_narrow white female cemetary nursery wedding if treated==0, select(foll)  cl(id)  

Iteration 0:   log pseudolikelihood = -3879.0771  
Iteration 1:   log pseudolikelihood = -3877.2467  
Iteration 2:   log pseudolikelihood =   -3877.05  
Iteration 3:   log pseudolikelihood = -3877.0473  
Iteration 4:   log pseudolikelihood = -3877.0473  

Heckman selection model                         Number of obs     =      1,268
(regression model with sample selection)              Selected    =        681
                                                      Nonselected =        587

                                                Wald chi2(5)      =      19.91
Log pseudolikelihood = -3877.047                Prob > chi2       =     0.0013

                                   (Std. err. adjusted for 634 clusters in id)
------------------------------------------------------------------------------
             |               Robust
 help_narrow | Coefficient  std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
       white |   6.385248   1.556682     4.10   0.000     3.334207     9.43629
      female |  -.7819307    1.59763    -0.49   0.625    -3.913228    2.349366
    cemetary |  -.2307941   1.922153    -0.12   0.904    -3.998145    3.536557
     nursery |  -.2652259   2.461285    -0.11   0.914    -5.089255    4.558803
     wedding |   2.185955    2.33933     0.93   0.350    -2.399048    6.770957
       _cons |   68.92632   2.584531    26.67   0.000     63.86074    73.99191
-------------+----------------------------------------------------------------
select       |
 followed_up |   .3960408   .0724973     5.46   0.000     .2539486    .5381329
       _cons |  -.0468302    .044239    -1.06   0.290     -.133537    .0398766
-------------+----------------------------------------------------------------
     /athrho |   .2304319   .0909897     2.53   0.011     .0520954    .4087683
    /lnsigma |   3.025133   .0397576    76.09   0.000     2.947209    3.103056
-------------+----------------------------------------------------------------
         rho |   .2264381   .0863242                      .0520483    .3874264
       sigma |   20.59674   .8188777                      19.05271     22.2659
      lambda |   4.663887   1.856527                      1.025161    8.302614
------------------------------------------------------------------------------
Wald test of indep. eqns. (rho = 0): chi2(1) = 6.41       Prob > chi2 = 0.0113

. outreg2 using muni_disc.xls, dec(1)  br ci  noaster append
muni_disc.xls
dir : seeout

. 
. heckman polite white female cemetary nursery wedding if treated==0,  select(foll)  cl(id)

Iteration 0:   log pseudolikelihood = -3790.2307  
Iteration 1:   log pseudolikelihood = -3790.1164  
Iteration 2:   log pseudolikelihood = -3790.0864  
Iteration 3:   log pseudolikelihood = -3790.0862  

Heckman selection model                         Number of obs     =      1,268
(regression model with sample selection)              Selected    =        681
                                                      Nonselected =        587

                                                Wald chi2(5)      =      26.79
Log pseudolikelihood = -3790.086                Prob > chi2       =     0.0001

                                   (Std. err. adjusted for 634 clusters in id)
------------------------------------------------------------------------------
             |               Robust
      polite | Coefficient  std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
       white |   5.152631   1.329937     3.87   0.000     2.546003     7.75926
      female |   2.907156   1.418487     2.05   0.040     .1269736    5.687339
    cemetary |  -5.368289   2.362238    -2.27   0.023    -9.998191   -.7383874
     nursery |  -4.054528   2.249246    -1.80   0.071    -8.462969    .3539127
     wedding |  -1.233283   2.271946    -0.54   0.587    -5.686215    3.219648
       _cons |   57.92654   5.772661    10.03   0.000     46.61233    69.24075
-------------+----------------------------------------------------------------
select       |
 followed_up |   .3871007   .0716974     5.40   0.000     .2465765     .527625
       _cons |  -.0422585   .0443488    -0.95   0.341    -.1291806    .0446636
-------------+----------------------------------------------------------------
     /athrho |   .7258202   .4062403     1.79   0.074     -.070396    1.522037
    /lnsigma |   3.014292   .1143269    26.37   0.000     2.790215    3.238368
-------------+----------------------------------------------------------------
         rho |   .6205016   .2498287                       -.07028    .9090519
       sigma |   20.37465   2.329371                      16.28452    25.49209
      lambda |    12.6425   6.504039                     -.1051783    25.39019
------------------------------------------------------------------------------
Wald test of indep. eqns. (rho = 0): chi2(1) = 3.19       Prob > chi2 = 0.0740

. outreg2 using muni_disc.xls, dec(1)  br ci  noaster append
muni_disc.xls
dir : seeout

. 
. 
. xtreg help_narrow white female cemetary nursery wedding if treated==0 & nr==2, cl(id) fe

Fixed-effects (within) regression               Number of obs     =        372
Group variable: id                              Number of groups  =        186

R-squared:                                      Obs per group:
     Within  = 0.0357                                         min =          2
     Between = 0.0061                                         avg =        2.0
     Overall = 0.0115                                         max =          2

                                                F(5,185)          =       1.43
corr(u_i, Xb) = -0.0344                         Prob > F          =     0.2146

                                   (Std. err. adjusted for 186 clusters in id)
------------------------------------------------------------------------------
             |               Robust
 help_narrow | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
       white |   4.900341    2.10525     2.33   0.021     .7469569    9.053725
      female |  -.7139005    2.94928    -0.24   0.809    -6.532446    5.104645
    cemetary |  -.3286989   3.164233    -0.10   0.917    -6.571319    5.913922
     nursery |  -3.018353   3.889447    -0.78   0.439    -10.69173     4.65502
     wedding |  -1.704505   3.738035    -0.46   0.649    -9.079162    5.670153
       _cons |   74.81202    3.10777    24.07   0.000     68.68079    80.94325
-------------+----------------------------------------------------------------
     sigma_u |  15.864415
     sigma_e |  20.374143
         rho |  .37745228   (fraction of variance due to u_i)
------------------------------------------------------------------------------

. outreg2 using muni_disc.xls, dec(1) br  ci  noaster
muni_disc.xls
dir : seeout

. 
. xtreg polite white female cemetary nursery wedding if treated==0 & nr==2, cl(id) fe

Fixed-effects (within) regression               Number of obs     =        372
Group variable: id                              Number of groups  =        186

R-squared:                                      Obs per group:
     Within  = 0.0669                                         min =          2
     Between = 0.0025                                         avg =        2.0
     Overall = 0.0162                                         max =          2

                                                F(5,185)          =       2.57
corr(u_i, Xb) = -0.1314                         Prob > F          =     0.0282

                                   (Std. err. adjusted for 186 clusters in id)
------------------------------------------------------------------------------
             |               Robust
      polite | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
       white |   3.246883   1.861252     1.74   0.083    -.4251251     6.91889
      female |   3.361318   2.460358     1.37   0.174    -1.492648    8.215284
    cemetary |  -7.839277   3.310462    -2.37   0.019    -14.37039   -1.308165
     nursery |  -4.836828   3.255909    -1.49   0.139    -11.26031    1.586657
     wedding |    .612663   3.576287     0.17   0.864    -6.442886    7.668212
       _cons |   68.09401   2.786503    24.44   0.000      62.5966    73.59142
-------------+----------------------------------------------------------------
     sigma_u |  13.671946
     sigma_e |  18.168292
         rho |  .36154522   (fraction of variance due to u_i)
------------------------------------------------------------------------------

. outreg2 using muni_disc.xls, dec(1) br ci  noaster append
muni_disc.xls
dir : seeout

. 
. 
. 
. ** Figure 1
. 
. cibar r, over1 (roma ) over2 (treated )  over3 (wave ) barlabel(on) barc(gs10 gs6) bargap(7) 

. 
. ** Treatment effects - short run (main)
. 
. 
. ** Control
. 
. 
. areg r roma    female cemetary nursery wedding if w2==0 & treated==0 , r a(block)

Linear regression, absorbing indicators            Number of obs     =     634
Absorbed variable: block                           No. of categories =     138
                                                   F(5, 491)         =    2.21
                                                   Prob > F          =  0.0523
                                                   R-squared         =  0.2922
                                                   Adj R-squared     =  0.0875
                                                   Root MSE          = 47.7049

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -10.04665   4.555243    -2.21   0.028    -18.99682   -1.096474
      female |   4.174827   4.546996     0.92   0.359    -4.759144     13.1088
    cemetary |   9.041124   6.338178     1.43   0.154    -3.412173    21.49442
     nursery |    14.0367   6.591051     2.13   0.034     1.086551    26.98684
     wedding |   3.659452   6.434137     0.57   0.570    -8.982386    16.30129
       _cons |   49.57004   5.655987     8.76   0.000     38.45711    60.68296
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  
muni_treat_rob.xls
dir : seeout

. 
. areg help roma     female cemetary nursery wedding if w2==0 & treated==0, r a(block)

Linear regression, absorbing indicators            Number of obs     =     634
Absorbed variable: block                           No. of categories =     138
                                                   F(5, 491)         =    2.82
                                                   Prob > F          =  0.0159
                                                   R-squared         =  0.3036
                                                   Adj R-squared     =  0.1023
                                                   Root MSE          = 39.7554

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -11.79155    3.78839    -3.11   0.002    -19.23501   -4.348096
      female |  -1.345554   3.858894    -0.35   0.727    -8.927538    6.236429
    cemetary |   5.618886   5.223203     1.08   0.283    -4.643701    15.88147
     nursery |   10.66145   5.523964     1.93   0.054    -.1920746    21.51497
     wedding |   2.547352   5.425633     0.47   0.639    -8.112972    13.20768
       _cons |   44.53116   4.802876     9.27   0.000     35.09443    53.96788
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma    female cemetary nursery wedding i.block if w2==0 & treated==0, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_8 omitted because of collinearity.
note: _Iblock_16 omitted because of collinearity.
note: _Iblock_18 omitted because of collinearity.
note: _Iblock_21 omitted because of collinearity.
note: _Iblock_24 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_27 omitted because of collinearity.
note: _Iblock_29 omitted because of collinearity.
note: _Iblock_31 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_60 omitted because of collinearity.
note: _Iblock_62 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_67 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_96 omitted because of collinearity.
note: _Iblock_101 omitted because of collinearity.
note: _Iblock_106 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_121 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_135 omitted because of collinearity.
note: _Iblock_139 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        634
(regression model with sample selection)              Selected    =        341
                                                      Nonselected =        293

                                                Wald chi2(117)    =     180.94
                                                Prob > chi2       =     0.0001

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -10.02776   2.235464    -4.49   0.000    -14.40919   -5.646332
      female |  -6.061739   2.183908    -2.78   0.006    -10.34212   -1.781357
    cemetary |  -4.286783    3.19316    -1.34   0.179    -10.54526    1.971696
     nursery |  -4.610715   3.484265    -1.32   0.186    -11.43975    2.218318
     wedding |  -.6293651   3.215581    -0.20   0.845    -6.931789    5.673059
   _Iblock_2 |  -27.53547   11.26785    -2.44   0.015    -49.62005    -5.45089
   _Iblock_3 |    -14.642    18.3899    -0.80   0.426    -50.68553    21.40153
   _Iblock_4 |    -10.872   14.04909    -0.77   0.439     -38.4077    16.66371
   _Iblock_5 |   7.790144   18.58348     0.42   0.675    -28.63281    44.21309
   _Iblock_6 |    -14.642    18.3899    -0.80   0.426    -50.68553    21.40153
   _Iblock_7 |  -18.35161   18.45694    -0.99   0.320    -54.52654    17.82332
   _Iblock_8 |          0  (omitted)
   _Iblock_9 |  -25.18773   10.58283    -2.38   0.017     -45.9297   -4.445759
  _Iblock_10 |  -18.34637   10.56177    -1.74   0.082    -39.04707    2.354322
  _Iblock_11 |  -35.83951   18.50352    -1.94   0.053    -72.10575    .4267206
  _Iblock_12 |  -22.75504   12.24124    -1.86   0.063    -46.74744    1.237359
  _Iblock_13 |  -9.699739    12.4248    -0.78   0.435    -34.05189    14.65242
  _Iblock_14 |  -1.684946   18.45694    -0.09   0.927    -37.85988    34.48999
  _Iblock_15 |  -33.51009   11.27997    -2.97   0.003    -55.61843   -11.40175
  _Iblock_16 |          0  (omitted)
  _Iblock_17 |  -16.17521   11.25274    -1.44   0.151    -38.23017    5.879759
  _Iblock_18 |          0  (omitted)
  _Iblock_19 |    -26.295   10.64639    -2.47   0.014    -47.16153    -5.42846
  _Iblock_20 |   -8.51308   11.44873    -0.74   0.457    -30.95219    13.92603
  _Iblock_21 |          0  (omitted)
  _Iblock_22 |   1.930538   11.24961     0.17   0.864     -20.1183    23.97937
  _Iblock_23 |  -18.29942   18.32462    -1.00   0.318    -54.21501    17.61618
  _Iblock_24 |          0  (omitted)
  _Iblock_25 |  -16.04604   14.17282    -1.13   0.258    -43.82427    11.73218
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |          0  (omitted)
  _Iblock_28 |  -8.003088    18.3846    -0.44   0.663    -44.03623    28.03006
  _Iblock_29 |          0  (omitted)
  _Iblock_30 |   .6863712   10.59864     0.06   0.948    -20.08658    21.45932
  _Iblock_31 |          0  (omitted)
  _Iblock_32 |  -6.672726   14.02439    -0.48   0.634    -34.16003    20.81458
  _Iblock_33 |   .8147526   12.21029     0.07   0.947    -23.11698    24.74649
  _Iblock_34 |  -11.75926   14.16121    -0.83   0.406    -39.51471    15.99619
  _Iblock_35 |  -17.98708   10.64157    -1.69   0.091    -38.84417    2.870006
  _Iblock_36 |   13.53112   18.59332     0.73   0.467    -22.91112    49.97336
  _Iblock_37 |   13.91657   11.20985     1.24   0.214    -8.054324    35.88747
  _Iblock_38 |  -34.38892   18.39716    -1.87   0.062    -70.44668     1.66885
  _Iblock_39 |  -35.27463   12.20794    -2.89   0.004    -59.20176   -11.34749
  _Iblock_40 |  -2.827245   14.01666    -0.20   0.840     -30.2994    24.64491
  _Iblock_41 |   -2.93512    12.2404    -0.24   0.810    -26.92587    21.05563
  _Iblock_42 |  -13.78224   9.811927    -1.40   0.160    -33.01326    5.448785
  _Iblock_43 |   2.024674    18.3899     0.11   0.912    -34.01886    38.06821
  _Iblock_44 |  -8.285505   14.01551    -0.59   0.554    -35.75539    19.18438
  _Iblock_45 |  -17.37814   11.22918    -1.55   0.122    -39.38692    4.630636
  _Iblock_46 |  -24.82322   11.28905    -2.20   0.028    -46.94936   -2.697083
  _Iblock_47 |  -13.46593   14.01596    -0.96   0.337    -40.93671    14.00484
  _Iblock_48 |  -13.88268    10.6175    -1.31   0.191     -34.6926    6.927248
  _Iblock_49 |   2.770043   11.28818     0.25   0.806    -19.35438    24.89447
  _Iblock_50 |   4.376793   18.42304     0.24   0.812     -31.7317    40.48529
  _Iblock_51 |  -4.763311   12.27228    -0.39   0.698    -28.81654    19.28992
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   8.114075    18.6444     0.44   0.663    -28.42828    44.65643
  _Iblock_54 |  -15.51543   18.61379    -0.83   0.405    -51.99778    20.96692
  _Iblock_55 |  -35.89171   18.63024    -1.93   0.054    -72.40632    .6228892
  _Iblock_56 |  -4.586566   18.66769    -0.25   0.806    -41.17457    32.00143
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |  -.4067153   9.591197    -0.04   0.966    -19.20512    18.39169
  _Iblock_59 |   15.03392   18.32462     0.82   0.412    -20.88168    50.94952
  _Iblock_60 |          0  (omitted)
  _Iblock_61 |  -32.42413   14.20253    -2.28   0.022    -60.26058   -4.587673
  _Iblock_62 |          0  (omitted)
  _Iblock_63 |  -1.983247   10.67167    -0.19   0.853    -22.89934    18.93285
  _Iblock_64 |  -8.714968   10.14862    -0.86   0.390     -28.6059    11.17596
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |  -18.35161   18.45694    -0.99   0.320    -54.52654    17.82332
  _Iblock_67 |          0  (omitted)
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |  -45.37639   12.28111    -3.69   0.000    -69.44692   -21.30585
  _Iblock_70 |   19.01527   18.39488     1.03   0.301    -17.03804    55.06858
  _Iblock_71 |  -24.76746   12.31014    -2.01   0.044    -48.89488   -.6400298
  _Iblock_72 |  -11.03396   14.10755    -0.78   0.434    -38.68425    16.61633
  _Iblock_73 |  -18.92878   18.40915    -1.03   0.304    -55.01004    17.15248
  _Iblock_74 |    2.92032   10.60649     0.28   0.783    -17.86802    23.70866
  _Iblock_75 |   12.95353   18.40939     0.70   0.482    -23.12821    49.03527
  _Iblock_76 |   -15.1915   18.63877    -0.82   0.415    -51.72282    21.33983
  _Iblock_77 |  -11.64087   12.22307    -0.95   0.341    -35.59766    12.31591
  _Iblock_78 |   7.983462   12.21169     0.65   0.513    -15.95101    31.91794
  _Iblock_79 |  -14.04127    12.2725    -1.14   0.253    -38.09493     10.0124
  _Iblock_80 |  -7.163561   12.27376    -0.58   0.559    -31.21969    16.89256
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |  -15.51543   18.61379    -0.83   0.405    -51.99778    20.96692
  _Iblock_83 |  -18.35161   18.45694    -0.99   0.320    -54.52654    17.82332
  _Iblock_84 |  -28.91353   11.26124    -2.57   0.010    -50.98516   -6.841903
  _Iblock_85 |  -15.88264    9.81945    -1.62   0.106    -35.12841    3.363126
  _Iblock_86 |   2.024674    18.3899     0.11   0.912    -34.01886    38.06821
  _Iblock_87 |  -7.712711   14.17282    -0.54   0.586    -35.49094    20.06551
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |  -21.57717   18.64079    -1.16   0.247    -58.11245    14.95811
  _Iblock_91 |   -15.1915   18.63877    -0.82   0.415    -51.72282    21.33983
  _Iblock_92 |  -17.31484   11.22336    -1.54   0.123    -39.31222    4.682546
  _Iblock_93 |  -7.322132   10.63512    -0.69   0.491    -28.16658    13.52232
  _Iblock_94 |  -16.55782   11.21518    -1.48   0.140    -38.53917    5.423524
  _Iblock_95 |  -17.33161   9.009445    -1.92   0.054     -34.9898     .326576
  _Iblock_96 |          0  (omitted)
  _Iblock_97 |  -17.39387   8.427317    -2.06   0.039     -33.9111   -.8766299
  _Iblock_98 |   19.01527   18.39488     1.03   0.301    -17.03804    55.06858
  _Iblock_99 |  -1.662657   10.24556    -0.16   0.871    -21.74359    18.41828
 _Iblock_100 |  -11.33596    9.57501    -1.18   0.236    -30.10264    7.430712
 _Iblock_101 |          0  (omitted)
 _Iblock_102 |  -2.737623   12.23991    -0.22   0.823    -26.72741    21.25216
 _Iblock_103 |  -20.37981   18.40939    -1.11   0.268    -56.46155    15.70194
 _Iblock_104 |  -8.003088    18.3846    -0.44   0.663    -44.03623    28.03006
 _Iblock_105 |   7.777684   14.04749     0.55   0.580    -19.75488    35.31025
 _Iblock_106 |          0  (omitted)
 _Iblock_107 |  -7.155084   11.22579    -0.64   0.524    -29.15723    14.84706
 _Iblock_108 |  -19.92713   10.63835    -1.87   0.061    -40.77792    .9236514
 _Iblock_109 |  -17.13893   10.66581    -1.61   0.108    -38.04354     3.76568
 _Iblock_110 |  -10.38794   10.21028    -1.02   0.309    -30.39972    9.623841
 _Iblock_111 |   6.948144   11.43008     0.61   0.543    -15.45441     29.3507
 _Iblock_112 |   -2.26211   18.40915    -0.12   0.902    -38.34337    33.81915
 _Iblock_113 |  -21.21508   12.23615    -1.73   0.083    -45.19749    2.767326
 _Iblock_114 |  -1.684946   18.45694    -0.09   0.927    -37.85988    34.48999
 _Iblock_115 |  -15.14923   12.31413    -1.23   0.219    -39.28448    8.986022
 _Iblock_116 |   -26.5813    12.2669    -2.17   0.030    -50.62398   -2.538622
 _Iblock_117 |  -35.01828   18.45694    -1.90   0.058    -71.19321     1.15665
 _Iblock_118 |   8.098749   18.54238     0.44   0.662    -28.24364    44.44114
 _Iblock_119 |   2.348605   18.39488     0.13   0.898     -33.7047    38.40191
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |          0  (omitted)
 _Iblock_122 |  -20.69128   10.62143    -1.95   0.051     -41.5089     .126349
 _Iblock_123 |  -30.98473   18.39488    -1.68   0.092    -67.03804    5.068577
 _Iblock_124 |  -19.05082   14.06786    -1.35   0.176    -46.62332    8.521687
 _Iblock_125 |  -30.40757   18.46031    -1.65   0.100     -66.5891    5.773966
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |   2.348605   18.39488     0.13   0.898     -33.7047    38.40191
 _Iblock_128 |  -24.66976    18.3846    -1.34   0.180    -60.70291    11.36339
 _Iblock_129 |  -13.87203   11.32807    -1.22   0.221    -36.07465    8.330583
 _Iblock_130 |  -15.97788   10.08773    -1.58   0.113    -35.74946    3.793703
 _Iblock_131 |  -28.95654   18.42304    -1.57   0.116    -65.06504    7.151953
 _Iblock_132 |  -8.969243    12.2974    -0.73   0.466     -33.0717    15.13322
 _Iblock_133 |  -7.874886   14.10669    -0.56   0.577     -35.5235    19.77373
 _Iblock_134 |  -1.929013   18.56492    -0.10   0.917    -38.31559    34.45757
 _Iblock_135 |          0  (omitted)
 _Iblock_136 |   8.987508   18.42591     0.49   0.626    -27.12661    45.10162
 _Iblock_137 |  -27.49962   9.852641    -2.79   0.005    -46.81044   -8.188794
 _Iblock_138 |  -31.62807   11.19325    -2.83   0.005    -53.56644   -9.689702
 _Iblock_139 |          0  (omitted)
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |  -10.71769   14.02143    -0.76   0.445     -38.1992    16.76381
       _cons |   104.4406   11.03694     9.46   0.000     82.80863    126.0726
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4301256    .125704     3.42   0.001     .1837503    .6765009
       _cons |   .0075049   .0559945     0.13   0.893    -.1022423    .1172522
-------------+----------------------------------------------------------------
/mills       |
      lambda |  -3.474521   9.828456    -0.35   0.724    -22.73794     15.7889
-------------+----------------------------------------------------------------
         rho |   -0.20602
       sigma |  16.864696
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma    female cemetary nursery wedding  i.block if w2==0& treated==0, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_8 omitted because of collinearity.
note: _Iblock_16 omitted because of collinearity.
note: _Iblock_18 omitted because of collinearity.
note: _Iblock_21 omitted because of collinearity.
note: _Iblock_24 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_27 omitted because of collinearity.
note: _Iblock_29 omitted because of collinearity.
note: _Iblock_31 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_60 omitted because of collinearity.
note: _Iblock_62 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_67 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_96 omitted because of collinearity.
note: _Iblock_101 omitted because of collinearity.
note: _Iblock_106 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_121 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_135 omitted because of collinearity.
note: _Iblock_139 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        634
(regression model with sample selection)              Selected    =        341
                                                      Nonselected =        293

                                                Wald chi2(117)    =     223.77
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |  -6.424325   1.811855    -3.55   0.000    -9.975496   -2.873155
      female |   .4941524   1.770122     0.28   0.780    -2.975223    3.963528
    cemetary |  -7.132382   2.587959    -2.76   0.006    -12.20469   -2.060075
     nursery |  -5.171896   2.824177    -1.83   0.067    -10.70718    .3633892
     wedding |  -4.560722   2.606096    -1.75   0.080    -9.668577    .5471331
   _Iblock_2 |  -12.96154   9.132228    -1.42   0.156    -30.86038    4.937293
   _Iblock_3 |  -1.447362   14.91202    -0.10   0.923    -30.67438    27.77966
   _Iblock_4 |  -8.604854   11.39215    -0.76   0.450    -30.93306    13.72335
   _Iblock_5 |  -7.592122   15.04544    -0.50   0.614    -37.08064     21.8964
   _Iblock_6 |  -18.11403   14.91202    -1.21   0.224    -47.34104    11.11299
   _Iblock_7 |   2.156755   14.96631     0.14   0.885    -27.17668    31.49019
   _Iblock_8 |          0  (omitted)
   _Iblock_9 |   -1.72871   8.579911    -0.20   0.840    -18.54503    15.08761
  _Iblock_10 |  -8.451289   8.564382    -0.99   0.324    -25.23717    8.334591
  _Iblock_11 |  -20.40612   14.98056    -1.36   0.173    -49.76747    8.955229
  _Iblock_12 |  -19.94361   9.926191    -2.01   0.045    -39.39859   -.4886362
  _Iblock_13 |   1.443656   10.07494     0.14   0.886    -18.30286    21.19017
  _Iblock_14 |  -31.17658   14.96631    -2.08   0.037    -60.51001   -1.843149
  _Iblock_15 |  -.0986812   9.144394    -0.01   0.991    -18.02136      17.824
  _Iblock_16 |          0  (omitted)
  _Iblock_17 |  -7.601051   9.122374    -0.83   0.405    -25.48057    10.27847
  _Iblock_18 |          0  (omitted)
  _Iblock_19 |  -21.47202   8.629814    -2.49   0.013    -38.38615   -4.557897
  _Iblock_20 |   11.14518    9.27636     1.20   0.230    -7.036149    29.32651
  _Iblock_21 |          0  (omitted)
  _Iblock_22 |  -5.188224   9.119681    -0.57   0.569    -23.06247    12.68602
  _Iblock_23 |  -4.019022   14.85914    -0.27   0.787    -33.14239    25.10435
  _Iblock_24 |          0  (omitted)
  _Iblock_25 |   5.014544   11.48483     0.44   0.662    -17.49532    27.52441
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |          0  (omitted)
  _Iblock_28 |  -7.871687   14.90773    -0.53   0.597     -37.0903    21.34693
  _Iblock_29 |          0  (omitted)
  _Iblock_30 |  -3.547284   8.592557    -0.41   0.680    -20.38839    13.29382
  _Iblock_31 |          0  (omitted)
  _Iblock_32 |   -29.1433   11.37212    -2.56   0.010    -51.43224   -6.854359
  _Iblock_33 |   .7139441   9.897307     0.07   0.942    -18.68442    20.11231
  _Iblock_34 |  -4.519738   11.47549    -0.39   0.694    -27.01129    17.97181
  _Iblock_35 |  -.0632336   8.625965    -0.01   0.994    -16.96981    16.84335
  _Iblock_36 |   25.03316   15.05341     1.66   0.096     -4.47099     54.5373
  _Iblock_37 |   20.44694   9.089888     2.25   0.024     2.631088    38.26279
  _Iblock_38 |  -9.949195   14.91789    -0.67   0.505    -39.18772    19.28933
  _Iblock_39 |  -7.422796   9.895329    -0.75   0.453    -26.81728    11.97169
  _Iblock_40 |   -13.9731   11.36586    -1.23   0.219    -36.24978    8.303582
  _Iblock_41 |    1.13142   9.921751     0.11   0.909    -18.31485     20.5777
  _Iblock_42 |  -3.811287    7.95467    -0.48   0.632    -19.40216    11.77958
  _Iblock_43 |   31.88597   14.91202     2.14   0.032     2.658956    61.11299
  _Iblock_44 |  -5.558496   11.35736    -0.49   0.625     -27.8185    16.70151
  _Iblock_45 |  -1.112212   9.103243    -0.12   0.903    -18.95424    16.72982
  _Iblock_46 |  -9.881411   9.151834    -1.08   0.280    -27.81868    8.055855
  _Iblock_47 |  -16.55905    11.3653    -1.46   0.145    -38.83463    5.716534
  _Iblock_48 |  -1.809607   8.606391    -0.21   0.833    -18.67782    15.05861
  _Iblock_49 |  -7.863024   9.153352    -0.86   0.390    -25.80326    10.07722
  _Iblock_50 |  -15.00407   14.93885    -1.00   0.315    -44.28367    14.27553
  _Iblock_51 |   15.98608   9.947483     1.61   0.108    -3.510627    35.48279
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   7.114064   15.09488     0.47   0.637    -22.47135    36.69948
  _Iblock_54 |  -17.83446   15.07002    -1.18   0.237    -47.37115    11.70223
  _Iblock_55 |   19.10298   15.08336     1.27   0.205    -10.45986    48.66583
  _Iblock_56 |   30.69921   15.11375     2.03   0.042     1.076795    60.32162
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |    6.94977   7.776042     0.89   0.371    -8.290991    22.19053
  _Iblock_59 |  -20.68569   14.85914    -1.39   0.164    -49.80906    8.437686
  _Iblock_60 |          0  (omitted)
  _Iblock_61 |   2.049457   11.50886     0.18   0.859    -20.50749    24.60641
  _Iblock_62 |          0  (omitted)
  _Iblock_63 |  -1.270656   8.650386    -0.15   0.883     -18.2251    15.68379
  _Iblock_64 |   -1.30678   8.228211    -0.16   0.874    -17.43378    14.82022
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |   18.82342   14.96631     1.26   0.208    -10.51001    48.15685
  _Iblock_67 |          0  (omitted)
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |  -8.085817     9.9547    -0.81   0.417    -27.59667    11.42504
  _Iblock_70 |   13.25882   14.91605     0.89   0.374     -15.9761    42.49375
  _Iblock_71 |  -16.03557   9.978241    -1.61   0.108    -35.59257    3.521418
  _Iblock_72 |   9.042057   11.43952     0.79   0.429    -13.37898    31.46309
  _Iblock_73 |  -25.24641   14.92761    -1.69   0.091    -54.50399    4.011172
  _Iblock_74 |   5.626272   8.600608     0.65   0.513    -11.23061    22.48315
  _Iblock_75 |  -2.913696   14.92781    -0.20   0.845    -32.17167    26.34428
  _Iblock_76 |  -3.128283   15.09028    -0.21   0.836     -32.7047    26.44813
  _Iblock_77 |  -8.542303   9.907748    -0.86   0.389    -27.96113    10.87653
  _Iblock_78 |  -8.184197   9.902258    -0.83   0.409    -27.59227    11.22387
  _Iblock_79 |  -12.26336   9.951542    -1.23   0.218    -31.76802    7.241308
  _Iblock_80 |   -4.22041   9.948753    -0.42   0.671    -23.71961    15.27879
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |  -1.167797   15.07002    -0.08   0.938    -30.70449    28.36889
  _Iblock_83 |   18.82342   14.96631     1.26   0.208    -10.51001    48.15685
  _Iblock_84 |  -8.251111   9.129237    -0.90   0.366    -26.14409    9.641865
  _Iblock_85 |  -3.995222   7.960651    -0.50   0.616    -19.59781    11.60737
  _Iblock_86 |  -1.447362   14.91202    -0.10   0.923    -30.67438    27.77966
  _Iblock_87 |  -11.65212   11.48483    -1.01   0.310    -34.16199    10.85774
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |  -.6736445   15.09193    -0.04   0.964    -30.25328    28.90599
  _Iblock_91 |  -19.79495   15.09028    -1.31   0.190    -49.37136    9.781466
  _Iblock_92 |  -6.271302   9.098504    -0.69   0.491    -24.10404    11.56144
  _Iblock_93 |  -12.55552   8.620786    -1.46   0.145    -29.45195     4.34091
  _Iblock_94 |   -15.1019   9.091951    -1.66   0.097     -32.9218    2.717997
  _Iblock_95 |  -11.85432   7.304898    -1.62   0.105    -26.17165     2.46302
  _Iblock_96 |          0  (omitted)
  _Iblock_97 |  -4.327632   6.832676    -0.63   0.526    -17.71943    9.064166
  _Iblock_98 |   29.92549   14.91605     2.01   0.045     .6905627    59.16041
  _Iblock_99 |  -7.471832   8.305402    -0.90   0.368    -23.75012    8.806458
 _Iblock_100 |   .9403562   7.762241     0.12   0.904    -14.27336    16.15407
 _Iblock_101 |          0  (omitted)
 _Iblock_102 |   13.71893   9.921317     1.38   0.167    -5.726494    33.16436
 _Iblock_103 |  -2.913696   14.92781    -0.20   0.845    -32.17167    26.34428
 _Iblock_104 |   25.46165   14.90773     1.71   0.088    -3.756965    54.68026
 _Iblock_105 |   19.85439   11.39085     1.74   0.081    -2.471264    42.18004
 _Iblock_106 |          0  (omitted)
 _Iblock_107 |  -9.369788   9.102803    -1.03   0.303    -27.21095    8.471378
 _Iblock_108 |  -7.555133   8.624953    -0.88   0.381    -24.45973    9.349464
 _Iblock_109 |  -5.503851   8.647111    -0.64   0.524    -22.45188    11.44418
 _Iblock_110 |   .4337906   8.275849     0.05   0.958    -15.78658    16.65416
 _Iblock_111 |  -16.18881   9.268346    -1.75   0.081    -34.35443    1.976815
 _Iblock_112 |   24.75359   14.92761     1.66   0.097    -4.503988    54.01117
 _Iblock_113 |  -6.818337   9.918269    -0.69   0.492    -26.25779    12.62111
 _Iblock_114 |   18.82342   14.96631     1.26   0.208    -10.51001    48.15685
 _Iblock_115 |  -7.747087   9.977601    -0.78   0.437    -27.30282    11.80865
 _Iblock_116 |    2.02585    9.94699     0.20   0.839    -17.46989    21.52159
 _Iblock_117 |  -31.17658   14.96631    -2.08   0.037    -60.51001   -1.843149
 _Iblock_118 |  -3.245304   15.01207    -0.22   0.829    -32.66843    26.17782
 _Iblock_119 |   13.25882   14.91605     0.89   0.374     -15.9761    42.49375
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |          0  (omitted)
 _Iblock_122 |  -16.73978   8.612713    -1.94   0.052    -33.62039    .1408262
 _Iblock_123 |  -3.407848   14.91605    -0.23   0.819    -32.64277    25.82708
 _Iblock_124 |   10.50707   11.39969     0.92   0.357     -11.8359    32.85005
 _Iblock_125 |  -9.338021   14.96909    -0.62   0.533     -38.6769    20.00086
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |   29.92549   14.91605     2.01   0.045     .6905627    59.16041
 _Iblock_128 |  -24.53835   14.90773    -1.65   0.100    -53.75697    4.680263
 _Iblock_129 |   -5.09683   9.183122    -0.56   0.579    -23.09542    12.90176
 _Iblock_130 |  -4.471742    8.17887    -0.55   0.585    -20.50203    11.55855
 _Iblock_131 |   18.32927   14.93885     1.23   0.220    -10.95034    47.60887
 _Iblock_132 |  -4.637889   9.967823    -0.47   0.642    -24.17446    14.89869
 _Iblock_133 |   -2.61039   11.43882    -0.23   0.819    -25.03006    19.80928
 _Iblock_134 |   23.66371   15.03037     1.57   0.115    -5.795285     53.1227
 _Iblock_135 |          0  (omitted)
 _Iblock_136 |   6.834499    14.9412     0.46   0.647    -22.44972    36.11872
 _Iblock_137 |  -14.91395   7.986661    -1.87   0.062    -30.56752    .7396155
 _Iblock_138 |  -11.54889   9.074126    -1.27   0.203    -29.33385    6.236068
 _Iblock_139 |          0  (omitted)
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |  -14.76478   11.36974    -1.30   0.194    -37.04906    7.519509
       _cons |   80.29455   8.928535     8.99   0.000     62.79494    97.79416
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4301256    .125704     3.42   0.001     .1837503    .6765009
       _cons |   .0075049   .0559945     0.13   0.893    -.1022423    .1172522
-------------+----------------------------------------------------------------
/mills       |
      lambda |   1.112112   7.927784     0.14   0.888    -14.42606    16.65028
-------------+----------------------------------------------------------------
         rho |    0.08226
       sigma |  13.518902
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. 
. ** Treated
. 
. 
. areg r roma    female cemetary nursery wedding if w2==0 & treated==1 , r a(block)

Linear regression, absorbing indicators            Number of obs     =     626
Absorbed variable: block                           No. of categories =     135
                                                   F(5, 486)         =    4.76
                                                   Prob > F          =  0.0003
                                                   R-squared         =  0.3051
                                                   Adj R-squared     =  0.1064
                                                   Root MSE          = 47.2991

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |   1.212116   4.460838     0.27   0.786    -7.552794    9.977027
      female |  -1.341628   4.425682    -0.30   0.762    -10.03746    7.354206
    cemetary |   25.78631   6.424672     4.01   0.000     13.16275    38.40987
     nursery |   9.561179   6.714332     1.42   0.155    -3.631526    22.75388
     wedding |   1.665912    6.63397     0.25   0.802    -11.36889    14.70072
       _cons |   40.53367   5.756218     7.04   0.000     29.22352    51.84381
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  append
muni_treat_rob.xls
dir : seeout

. 
. areg help roma     female cemetary nursery wedding if w2==0 & treated==1, r a(block)

Linear regression, absorbing indicators            Number of obs     =     626
Absorbed variable: block                           No. of categories =     135
                                                   F(5, 486)         =    4.08
                                                   Prob > F          =  0.0012
                                                   R-squared         =  0.3033
                                                   Adj R-squared     =  0.1040
                                                   Root MSE          = 39.3687

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -2.282353   3.695727    -0.62   0.537    -9.543928    4.979223
      female |  -3.668646   3.683585    -1.00   0.320    -10.90636    3.569073
    cemetary |   18.47788   5.257083     3.51   0.000     8.148467     28.8073
     nursery |   4.426464   5.476148     0.81   0.419    -6.333384    15.18631
     wedding |   .7366797   5.537393     0.13   0.894    -10.14351    11.61687
       _cons |   36.37067    4.75026     7.66   0.000     27.03708    45.70425
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma     female cemetary nursery wedding i.block if w2==0 & treated==1, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_3 omitted because of collinearity.
note: _Iblock_5 omitted because of collinearity.
note: _Iblock_6 omitted because of collinearity.
note: _Iblock_11 omitted because of collinearity.
note: _Iblock_14 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_54 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_72 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_83 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_98 omitted because of collinearity.
note: _Iblock_112 omitted because of collinearity.
note: _Iblock_117 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_127 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        626
(regression model with sample selection)              Selected    =        318
                                                      Nonselected =        308

                                                Wald chi2(123)    =     181.71
                                                Prob > chi2       =     0.0005

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -5.755363   2.151441    -2.68   0.007     -9.97211   -1.538616
      female |  -2.831214   2.150559    -1.32   0.188    -7.046233    1.383805
    cemetary |  -5.672654   3.256035    -1.74   0.081    -12.05437    .7090586
     nursery |  -8.968589   3.524252    -2.54   0.011      -15.876   -2.061182
     wedding |  -1.632883   3.592321    -0.45   0.649    -8.673703    5.407937
   _Iblock_2 |   13.63327   11.48457     1.19   0.235    -8.876073    36.14261
   _Iblock_3 |          0  (omitted)
   _Iblock_4 |   29.10458   13.99359     2.08   0.038     1.677637    56.53152
   _Iblock_5 |          0  (omitted)
   _Iblock_6 |          0  (omitted)
   _Iblock_7 |   37.94856   17.22018     2.20   0.028     4.197633    71.69949
   _Iblock_8 |   3.406669   17.26458     0.20   0.844    -30.43128    37.24462
   _Iblock_9 |   26.19523   11.01046     2.38   0.017     4.615134    47.77533
  _Iblock_10 |   23.12142   11.10494     2.08   0.037     1.356144    44.88669
  _Iblock_11 |          0  (omitted)
  _Iblock_12 |    1.81548   11.63388     0.16   0.876    -20.98651    24.61747
  _Iblock_13 |    10.5109   11.80589     0.89   0.373    -12.62822    33.65003
  _Iblock_14 |          0  (omitted)
  _Iblock_15 |   21.37552   13.96299     1.53   0.126    -5.991443    48.74248
  _Iblock_16 |   33.57878   17.97795     1.87   0.062     -1.65736    68.81493
  _Iblock_17 |   23.29694   13.66549     1.70   0.088    -3.486926    50.08081
  _Iblock_18 |   5.266664   13.86096     0.38   0.704    -21.90031    32.43364
  _Iblock_19 |   12.94345    13.4883     0.96   0.337    -13.49312    39.38002
  _Iblock_20 |   19.15551   10.99755     1.74   0.082    -2.399281    40.71031
  _Iblock_21 |    .245448   17.97795     0.01   0.989     -34.9907    35.48159
  _Iblock_22 |   12.22052   11.03693     1.11   0.268     -9.41147    33.85251
  _Iblock_23 |   33.90879   17.39082     1.95   0.051    -.1765925    67.99417
  _Iblock_24 |   4.615226   17.22018     0.27   0.789     -29.1357    38.36615
  _Iblock_25 |   13.26746    12.4426     1.07   0.286    -11.11958     37.6545
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |      36.74   17.26458     2.13   0.033     2.902057    70.57795
  _Iblock_28 |   17.73367    14.4609     1.23   0.220    -10.60916     46.0765
  _Iblock_29 |   19.91345    13.8674     1.44   0.151    -7.266166    47.09306
  _Iblock_30 |   20.62401   10.40454     1.98   0.047     .2314905    41.01653
  _Iblock_31 |   7.911161   17.41752     0.45   0.650    -26.22656    42.04888
  _Iblock_32 |   18.35775   17.22343     1.07   0.286    -15.39955    52.11505
  _Iblock_33 |  -1.140137   17.34909    -0.07   0.948    -35.14373    32.86346
  _Iblock_34 |   33.90879   17.39082     1.95   0.051    -.1765925    67.99417
  _Iblock_35 |   18.03769   11.45916     1.57   0.115    -4.421855    40.49724
  _Iblock_36 |   4.615226   17.22018     0.27   0.789     -29.1357    38.36615
  _Iblock_37 |  -9.264218   12.63346    -0.73   0.463    -34.02534     15.4969
  _Iblock_38 |   33.90879   17.39082     1.95   0.051    -.1765925    67.99417
  _Iblock_39 |   8.841166   13.91182     0.64   0.525    -18.42551    36.10784
  _Iblock_40 |       13.6   13.86096     0.98   0.327    -13.56698    40.76698
  _Iblock_41 |   15.03046   12.37867     1.21   0.225    -9.231285     39.2922
  _Iblock_42 |     10.729   12.34961     0.87   0.385    -13.47578    34.93379
  _Iblock_43 |   14.80372   14.03123     1.06   0.291    -12.69699    42.30442
  _Iblock_44 |    20.2473   10.32914     1.96   0.050     .0025446    40.49205
  _Iblock_45 |   22.79113   13.82256     1.65   0.099    -4.300587    49.88284
  _Iblock_46 |    19.0421   11.06233     1.72   0.085    -2.639662    40.72386
  _Iblock_47 |   7.911161   17.41752     0.45   0.650    -26.22656    42.04888
  _Iblock_48 |   9.853881    17.4227     0.57   0.572    -24.29399    44.00175
  _Iblock_49 |   3.130051   11.52039     0.27   0.786    -19.44949    25.70959
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |   18.59011   13.77964     1.35   0.177    -8.417484    45.59769
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |    32.8647   13.76744     2.39   0.017     5.881014    59.84838
  _Iblock_54 |          0  (omitted)
  _Iblock_55 |   27.40905   17.24265     1.59   0.112    -6.385922    61.20402
  _Iblock_56 |   7.885991   13.91589     0.57   0.571    -19.38864    35.16063
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |   11.23867   10.45948     1.07   0.283    -9.261531    31.73887
  _Iblock_59 |   3.086888   18.10091     0.17   0.865    -32.39025    38.56403
  _Iblock_60 |   30.74757   18.10548     1.70   0.089    -4.738526    66.23367
  _Iblock_61 |   9.998545   11.57677     0.86   0.388    -12.69151     32.6886
  _Iblock_62 |   15.52653   17.34909     0.89   0.371    -18.47706    49.53013
  _Iblock_63 |  -1.098779   13.68991    -0.08   0.936     -27.9305    25.73295
  _Iblock_64 |   11.62622   10.81372     1.08   0.282    -9.568287    32.82074
  _Iblock_65 |      36.74   17.26458     2.13   0.033     2.902057    70.57795
  _Iblock_66 |   1.773786   17.18532     0.10   0.918    -31.90883     35.4564
  _Iblock_67 |   26.52055    17.4227     1.52   0.128    -7.627327    60.66842
  _Iblock_68 |   1.691076   17.22343     0.10   0.922    -32.06623    35.44838
  _Iblock_69 |   35.48913   17.54224     2.02   0.043     1.106975    69.87129
  _Iblock_70 |   22.32559   13.69365     1.63   0.103    -4.513477    49.16465
  _Iblock_71 |   37.53207   12.42929     3.02   0.003     13.17111    61.89302
  _Iblock_72 |          0  (omitted)
  _Iblock_73 |   33.83605   13.73701     2.46   0.014     6.912006     60.7601
  _Iblock_74 |   27.93406   11.75931     2.38   0.018     4.886242    50.98188
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |   4.615226   17.22018     0.27   0.789     -29.1357    38.36615
  _Iblock_77 |   15.15461   14.00389     1.08   0.279    -12.29251    42.60173
  _Iblock_78 |   7.633694   17.95198     0.43   0.671    -27.55154    42.81893
  _Iblock_79 |   23.95349   14.12683     1.70   0.090    -3.734594    51.64158
  _Iblock_80 |   17.93442   12.30231     1.46   0.145    -6.177658    42.04649
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |   17.41418   12.55596     1.39   0.165     -7.19505    42.02342
  _Iblock_83 |          0  (omitted)
  _Iblock_84 |  -14.62578    11.1918    -1.31   0.191    -36.56132    7.309752
  _Iblock_85 |   23.51054   10.68884     2.20   0.028     2.560803    44.46027
  _Iblock_86 |    6.12446   13.83852     0.44   0.658    -20.99853    33.24745
  _Iblock_87 |   1.691076   17.22343     0.10   0.922    -32.06623    35.44838
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |   28.15343    17.5424     1.60   0.109     -6.22904     62.5359
  _Iblock_90 |   30.98464   17.42841     1.78   0.075    -3.174408    65.14369
  _Iblock_91 |   27.40905   17.24265     1.59   0.112    -6.385922    61.20402
  _Iblock_92 |   13.21932   12.28822     1.08   0.282    -10.86514    37.30379
  _Iblock_93 |  -3.166997   11.11092    -0.29   0.776    -24.94401    18.61001
  _Iblock_94 |   13.04219   13.95518     0.93   0.350    -14.30946    40.39384
  _Iblock_95 |   20.02835    10.4202     1.92   0.055    -.3948775    40.45157
  _Iblock_96 |   6.630275   13.66549     0.49   0.628    -20.15359    33.41414
  _Iblock_97 |   23.49218   9.352757     2.51   0.012     5.161116    41.82325
  _Iblock_98 |          0  (omitted)
  _Iblock_99 |   33.61558   12.31764     2.73   0.006     9.473456    57.75771
 _Iblock_100 |   19.25482   10.89611     1.77   0.077    -2.101159     40.6108
 _Iblock_101 |   28.15343    17.5424     1.60   0.109     -6.22904     62.5359
 _Iblock_102 |  -3.490857   13.62697    -0.26   0.798    -30.19923    23.21752
 _Iblock_103 |   7.446439   17.08219     0.44   0.663    -26.03405    40.92692
 _Iblock_104 |   -9.03297   17.95198    -0.50   0.615     -44.2182    26.15226
 _Iblock_105 |   30.68847   12.36294     2.48   0.013     6.457544    54.91939
 _Iblock_106 |   40.77978   17.08219     2.39   0.017      7.29929    74.26026
 _Iblock_107 |    17.1745   13.91182     1.23   0.217    -10.09217    44.44117
 _Iblock_108 |    8.33024   13.83828     0.60   0.547    -18.79229    35.45277
 _Iblock_109 |    13.4982     10.711     1.26   0.208    -7.494971    34.49138
 _Iblock_110 |    34.4666   13.65237     2.52   0.012     7.708448    61.22476
 _Iblock_111 |   12.72691   11.63054     1.09   0.274    -10.06852    35.52235
 _Iblock_112 |          0  (omitted)
 _Iblock_113 |   11.94844    12.3107     0.97   0.332     -12.1801    36.07698
 _Iblock_114 |   24.11311   17.08219     1.41   0.158    -9.367374     57.5936
 _Iblock_115 |  -3.981577   17.30696    -0.23   0.818     -37.9026    29.93945
 _Iblock_116 |   12.89559   12.40954     1.04   0.299    -11.42666    37.21783
 _Iblock_117 |          0  (omitted)
 _Iblock_118 |   2.155798   17.54224     0.12   0.902    -32.22636    36.53796
 _Iblock_119 |    1.01473     13.913     0.07   0.942    -26.25425    28.28371
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |   9.853881    17.4227     0.57   0.572    -24.29399    44.00175
 _Iblock_122 |   5.575049   10.79522     0.52   0.606    -15.58319    26.73329
 _Iblock_123 |   19.75356   18.10091     1.09   0.275    -15.72358     55.2307
 _Iblock_124 |   15.52653   17.34909     0.89   0.371    -18.47706    49.53013
 _Iblock_125 |   2.155798   17.54224     0.12   0.902    -32.22636    36.53796
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |          0  (omitted)
 _Iblock_128 |   26.52055    17.4227     1.52   0.128    -7.627327    60.66842
 _Iblock_129 |   17.51229   10.55399     1.66   0.097    -3.173136    38.19773
 _Iblock_130 |   9.382416   12.37684     0.76   0.448    -14.87575    33.64058
 _Iblock_131 |   8.836053   13.73701     0.64   0.520    -18.08799     35.7601
 _Iblock_132 |  -4.761927   13.95543    -0.34   0.733    -32.11406    22.59021
 _Iblock_133 |  -9.220225   17.08219    -0.54   0.589    -42.70071    24.26026
 _Iblock_134 |   37.94856   17.22018     2.20   0.028     4.197633    71.69949
 _Iblock_135 |   10.97584   14.01054     0.78   0.433    -16.48431    38.43598
 _Iblock_136 |   16.38433   13.77401     1.19   0.234    -10.61223    43.38089
 _Iblock_137 |   9.829359   9.990849     0.98   0.325    -9.752345    29.41106
 _Iblock_138 |   9.513183   11.04286     0.86   0.389    -12.13043    31.15679
 _Iblock_139 |   4.801119   13.65357     0.35   0.725    -21.95938    31.56162
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   35.25677   13.77964     2.56   0.011     8.249184    62.26436
       _cons |   63.83864   10.71665     5.96   0.000      42.8344    84.84288
-------------+----------------------------------------------------------------
select       |
 followed_up |   .6478158   .1345545     4.81   0.000     .3840937    .9115378
       _cons |   -.096178   .0556456    -1.73   0.084    -.2052415    .0128854
-------------+----------------------------------------------------------------
/mills       |
      lambda |   11.20889   6.612501     1.70   0.090    -1.751376    24.16915
-------------+----------------------------------------------------------------
         rho |    0.64659
       sigma |  17.335501
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma     female cemetary nursery wedding  i.block if w2==0 & treated==1, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_3 omitted because of collinearity.
note: _Iblock_5 omitted because of collinearity.
note: _Iblock_6 omitted because of collinearity.
note: _Iblock_11 omitted because of collinearity.
note: _Iblock_14 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_54 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_72 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_83 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_98 omitted because of collinearity.
note: _Iblock_112 omitted because of collinearity.
note: _Iblock_117 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_127 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        626
(regression model with sample selection)              Selected    =        318
                                                      Nonselected =        308

                                                Wald chi2(123)    =     318.03
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |   -3.21269   1.699526    -1.89   0.059    -6.543699    .1183197
      female |  -1.153643   1.703473    -0.68   0.498     -4.49239    2.185103
    cemetary |  -10.43381   2.578666    -4.05   0.000    -15.48791   -5.379722
     nursery |   -8.54471   2.787571    -3.07   0.002    -14.00825   -3.081171
     wedding |  -3.499555    2.84659    -1.23   0.219    -9.078769    2.079658
   _Iblock_2 |   17.27209   9.013556     1.92   0.055    -.3941578    34.93833
   _Iblock_3 |          0  (omitted)
   _Iblock_4 |   17.58707   11.08064     1.59   0.112    -4.130594    39.30473
   _Iblock_5 |          0  (omitted)
   _Iblock_6 |          0  (omitted)
   _Iblock_7 |    13.4354   13.51364     0.99   0.320    -13.05084    39.92164
   _Iblock_8 |   7.654789   13.54965     0.56   0.572    -18.90204    34.21161
   _Iblock_9 |   31.50222   8.669377     3.63   0.000     14.51056    48.49389
  _Iblock_10 |   13.59676   8.751937     1.55   0.120    -3.556724    30.75024
  _Iblock_11 |          0  (omitted)
  _Iblock_12 |   8.089293   9.187081     0.88   0.379    -9.917054    26.09564
  _Iblock_13 |  -3.194463   9.359051    -0.34   0.733    -21.53787    15.14894
  _Iblock_14 |          0  (omitted)
  _Iblock_15 |   28.81071   11.05973     2.61   0.009     7.134038    50.48738
  _Iblock_16 |   38.62741   14.42025     2.68   0.007     10.36424    66.89058
  _Iblock_17 |   37.05518   10.72466     3.46   0.001     16.03523    58.07513
  _Iblock_18 |   14.58165   10.98075     1.33   0.184    -6.940219    36.10351
  _Iblock_19 |  -7.294526   10.58355    -0.69   0.491     -28.0379    13.44885
  _Iblock_20 |  -.5397383   8.631479    -0.06   0.950    -17.45713    16.37765
  _Iblock_21 |   5.294075   14.42025     0.37   0.714    -22.96909    33.55724
  _Iblock_22 |   22.81846   8.701581     2.62   0.009     5.763671    39.87324
  _Iblock_23 |  -10.16552   13.65003    -0.74   0.456    -36.91909    16.58806
  _Iblock_24 |   -3.23126   13.51364    -0.24   0.811     -29.7175    23.25498
  _Iblock_25 |   6.886766   9.815228     0.70   0.483    -12.35073    26.12426
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |   40.98812   13.54965     3.03   0.002      14.4313    67.54495
  _Iblock_28 |   27.77378   11.54805     2.41   0.016     5.140026    50.40754
  _Iblock_29 |   11.11452   10.97534     1.01   0.311    -10.39675    32.62578
  _Iblock_30 |   18.55059   8.185689     2.27   0.023     2.506929    34.59424
  _Iblock_31 |  -5.120364   13.67103    -0.37   0.708    -31.91508    21.67436
  _Iblock_32 |   11.37636   13.51643     0.84   0.400    -15.11536    37.86808
  _Iblock_33 |   10.22271   13.61575     0.75   0.453    -16.46366    36.90909
  _Iblock_34 |  -10.16552   13.65003    -0.74   0.456    -36.91909    16.58806
  _Iblock_35 |   18.74523   9.022771     2.08   0.038      1.06092    36.42953
  _Iblock_36 |    13.4354   13.51364     0.99   0.320    -13.05084    39.92164
  _Iblock_37 |    15.5119   10.00864     1.55   0.121    -4.104677    35.12847
  _Iblock_38 |   39.83448   13.65003     2.92   0.004     13.08091    66.58806
  _Iblock_39 |   9.278166   10.92019     0.85   0.396    -12.12502    30.68135
  _Iblock_40 |   14.58165   10.98075     1.33   0.184    -6.940219    36.10351
  _Iblock_41 |  -.6923535   9.716147    -0.07   0.943    -19.73565    18.35094
  _Iblock_42 |   12.88352   9.741047     1.32   0.186    -6.208586    31.97562
  _Iblock_43 |  -9.485091   11.11037    -0.85   0.393    -31.26102    12.29084
  _Iblock_44 |   7.670915    8.11751     0.94   0.345    -8.239113    23.58094
  _Iblock_45 |   12.72086   10.94245     1.16   0.245     -8.72594    34.16766
  _Iblock_46 |   32.49185   8.720506     3.73   0.000     15.39997    49.58373
  _Iblock_47 |    11.5463   13.67103     0.84   0.398    -15.24842    38.34102
  _Iblock_48 |  -.2110996   13.67514    -0.02   0.988    -27.01388    26.59168
  _Iblock_49 |   13.35239    9.06778     1.47   0.141    -4.420136    31.12491
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |   9.854984   10.81506     0.91   0.362    -11.34215    31.05212
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   44.42693   10.80529     4.11   0.000     23.24895    65.60491
  _Iblock_54 |          0  (omitted)
  _Iblock_55 |   29.36661   13.53113     2.17   0.030     2.846081    55.88715
  _Iblock_56 |   7.758395   11.02258     0.70   0.482    -13.84547    29.36226
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |   13.03454   8.230941     1.58   0.113    -3.097812    29.16689
  _Iblock_59 |   14.57425    14.5162     1.00   0.315    -13.87699    43.02548
  _Iblock_60 |    20.8071   14.52021     1.43   0.152    -7.651982    49.26619
  _Iblock_61 |    19.3309   9.086949     2.13   0.033     1.520809    37.14099
  _Iblock_62 |   10.22271   13.61575     0.75   0.453    -16.46366    36.90909
  _Iblock_63 |   6.612154   10.74435     0.62   0.538    -14.44639     27.6707
  _Iblock_64 |   5.734824   8.515651     0.67   0.501    -10.95555    22.42519
  _Iblock_65 |   40.98812   13.54965     3.03   0.002      14.4313    67.54495
  _Iblock_66 |   4.155233   13.48623     0.31   0.758    -22.27728    30.58775
  _Iblock_67 |   33.12224   13.67514     2.42   0.015     6.319455    59.92502
  _Iblock_68 |  -5.290306   13.51643    -0.39   0.696    -31.78203    21.20141
  _Iblock_69 |  -24.99972   13.76942    -1.82   0.069    -51.98729    1.987843
  _Iblock_70 |   26.26721   10.74721     2.44   0.015     5.203069    47.33136
  _Iblock_71 |   12.19717   9.804977     1.24   0.214    -7.020233    31.41457
  _Iblock_72 |          0  (omitted)
  _Iblock_73 |   21.88157   10.78089     2.03   0.042     .7514146    43.01172
  _Iblock_74 |   15.45089   9.288174     1.66   0.096    -2.753596    33.65538
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |    13.4354   13.51364     0.99   0.320    -13.05084    39.92164
  _Iblock_77 |    22.4777   10.99338     2.04   0.041     .9310782    44.02432
  _Iblock_78 |   12.00632   14.40112     0.83   0.404    -16.21936      40.232
  _Iblock_79 |   25.59802   11.18352     2.29   0.022     3.678713    47.51732
  _Iblock_80 |   1.688135   9.702462     0.17   0.862    -17.32834    20.70461
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |   12.55562   9.903047     1.27   0.205    -6.853997    31.96523
  _Iblock_83 |          0  (omitted)
  _Iblock_84 |   1.630639   8.822797     0.18   0.853    -15.66173      18.923
  _Iblock_85 |   10.23139   8.404048     1.22   0.223    -6.240242    26.70302
  _Iblock_86 |    4.38753    10.9638     0.40   0.689    -17.10113    25.87619
  _Iblock_87 |   11.37636   13.51643     0.84   0.400    -15.11536    37.86808
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |   36.62179   13.76983     2.66   0.008     9.633412    63.61017
  _Iblock_90 |   4.442099   13.67991     0.32   0.745    -22.37003    31.25423
  _Iblock_91 |   46.03328   13.53113     3.40   0.001     19.51275    72.55381
  _Iblock_92 |   7.158334   9.692672     0.74   0.460    -11.83895    26.15562
  _Iblock_93 |   .3373795   8.739612     0.04   0.969    -16.79195     17.4667
  _Iblock_94 |   28.81071   11.04927     2.61   0.009     7.154532    50.46688
  _Iblock_95 |   22.62047   8.222129     2.75   0.006      6.50539    38.73554
  _Iblock_96 |  -4.611487   10.72466    -0.43   0.667    -25.63144    16.40846
  _Iblock_97 |    7.90978    7.34431     1.08   0.281    -6.484804    22.30436
  _Iblock_98 |          0  (omitted)
  _Iblock_99 |   17.04521   9.667813     1.76   0.078    -1.903356    35.99378
 _Iblock_100 |   22.87263   8.571331     2.67   0.008      6.07313    39.67213
 _Iblock_101 |   19.95513   13.76983     1.45   0.147    -7.033253    46.94351
 _Iblock_102 |  -.4825655    10.6944    -0.05   0.964     -21.4432    20.47807
 _Iblock_103 |   14.58905    13.4038     1.09   0.276    -11.68191    40.86001
 _Iblock_104 |   12.00632   14.40112     0.83   0.404    -16.21936      40.232
 _Iblock_105 |   18.89162   9.748118     1.94   0.053     -.214338    37.99758
 _Iblock_106 |   14.58905    13.4038     1.09   0.276    -11.68191    40.86001
 _Iblock_107 |   .9448302   10.92019     0.09   0.931    -20.45835    22.34801
 _Iblock_108 |   22.54725   10.95864     2.06   0.040      1.06871    44.02579
 _Iblock_109 |   23.23805   8.418043     2.76   0.006     6.738986    39.73711
 _Iblock_110 |   25.60542   10.71411     2.39   0.017     4.606141     46.6047
 _Iblock_111 |   6.115448   9.189852     0.67   0.506    -11.89633    24.12723
 _Iblock_112 |          0  (omitted)
 _Iblock_113 |   7.723862   9.712849     0.80   0.426    -11.31297     26.7607
 _Iblock_114 |  -2.077617    13.4038    -0.16   0.877    -28.34858    24.19334
 _Iblock_115 |  -15.72412   13.58231    -1.16   0.247    -42.34496    10.89672
 _Iblock_116 |   16.37281   9.790279     1.67   0.094    -2.815787     35.5614
 _Iblock_117 |          0  (omitted)
 _Iblock_118 |    8.33361   13.76942     0.61   0.545    -18.65395    35.32117
 _Iblock_119 |   .4545857   11.01578     0.04   0.967    -21.13595    22.04512
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |   16.45557   13.67514     1.20   0.229    -10.34721    43.25835
 _Iblock_122 |   7.697528   8.525262     0.90   0.367    -9.011677    24.40673
 _Iblock_123 |   47.90758    14.5162     3.30   0.001     19.45635    76.35882
 _Iblock_124 |   26.88939   13.61575     1.97   0.048     .2030118    53.57576
 _Iblock_125 |    8.33361   13.76942     0.61   0.545    -18.65395    35.32117
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |          0  (omitted)
 _Iblock_128 |   33.12224   13.67514     2.42   0.015     6.319455    59.92502
 _Iblock_129 |   14.80341   8.297102     1.78   0.074    -1.458605    31.06543
 _Iblock_130 |   16.12765   9.760909     1.65   0.098    -3.003376    35.25868
 _Iblock_131 |   21.88157   10.78089     2.03   0.042     .7514146    43.01172
 _Iblock_132 |   8.910432   10.95462     0.81   0.416    -12.56022    30.38108
 _Iblock_133 |   14.58905    13.4038     1.09   0.276    -11.68191    40.86001
 _Iblock_134 |   -3.23126   13.51364    -0.24   0.811     -29.7175    23.25498
 _Iblock_135 |   33.22421   11.09388     2.99   0.003     11.48062    54.96781
 _Iblock_136 |    25.0286   10.81083     2.32   0.021     3.839767    46.21743
 _Iblock_137 |   9.036059    7.85338     1.15   0.250    -6.356282     24.4284
 _Iblock_138 |   2.270892   8.686832     0.26   0.794    -14.75499    19.29677
 _Iblock_139 |   3.127997   10.71497     0.29   0.770    -17.87295    24.12894
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   18.18832   10.81506     1.68   0.093    -3.008816    39.38546
       _cons |   56.95298   8.525515     6.68   0.000     40.24328    73.66268
-------------+----------------------------------------------------------------
select       |
 followed_up |   .6478158   .1345545     4.81   0.000     .3840937    .9115378
       _cons |   -.096178   .0556456    -1.73   0.084    -.2052415    .0128854
-------------+----------------------------------------------------------------
/mills       |
      lambda |   11.53904   5.462293     2.11   0.035     .8331443    22.24494
-------------+----------------------------------------------------------------
         rho |    0.77501
       sigma |  14.888888
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. ** Treated vs. control
. 
. 
. areg r roma treated treated_roma  female cemetary nursery wedding if w2==0 , r a(block)

Linear regression, absorbing indicators            Number of obs     =   1,260
Absorbed variable: block                           No. of categories =     141
                                                   F(7, 1112)        =    3.21
                                                   Prob > F          =  0.0023
                                                   R-squared         =  0.1861
                                                   Adj R-squared     =  0.0785
                                                   Root MSE          = 47.9807

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -8.248357   4.142948    -1.99   0.047    -16.37723    -.119481
     treated |  -8.368912   4.056204    -2.06   0.039    -16.32759   -.4102357
treated_roma |    9.79783   5.855183     1.67   0.095    -1.690623    21.28628
      female |  -.2260866   2.884434    -0.08   0.938    -5.885634    5.433461
    cemetary |   15.87348    4.16241     3.81   0.000     7.706421    24.04055
     nursery |   8.066419   4.249279     1.90   0.058    -.2710887    16.40393
     wedding |   3.513804   4.263396     0.82   0.410    -4.851404    11.87901
       _cons |   50.88568   4.203801    12.10   0.000     42.63741    59.13396
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  append
muni_treat_rob.xls
dir : seeout

. 
. areg help roma  treated treated_roma  female cemetary nursery wedding if w2==0 , r a(block)

Linear regression, absorbing indicators            Number of obs     =   1,260
Absorbed variable: block                           No. of categories =     141
                                                   F(7, 1112)        =    3.67
                                                   Prob > F          =  0.0006
                                                   R-squared         =  0.1896
                                                   Adj R-squared     =  0.0824
                                                   Root MSE          = 40.0157

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -10.20415   3.449857    -2.96   0.003    -16.97311   -3.435182
     treated |  -7.044936   3.482713    -2.02   0.043    -13.87837    -.211507
treated_roma |    7.80242   4.870006     1.60   0.109    -1.753016    17.35786
      female |  -2.553383   2.421458    -1.05   0.292    -7.304525    2.197758
    cemetary |   11.79591   3.395742     3.47   0.001     5.133129     18.4587
     nursery |   5.383301   3.520969     1.53   0.127    -1.525191    12.29179
     wedding |    3.14295   3.591224     0.88   0.382    -3.903388    10.18929
       _cons |   43.97909   3.540669    12.42   0.000     37.03194    50.92624
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma  treated treated_roma  female cemetary nursery wedding i.block if w2==0 , two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =      1,260
(regression model with sample selection)              Selected    =        659
                                                      Nonselected =        601

                                                Wald chi2(139)    =     166.08
                                                Prob > chi2       =     0.0584

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -8.540628   2.138106    -3.99   0.000    -12.73124   -4.350018
     treated |  -.3648385   2.128852    -0.17   0.864    -4.537312    3.807635
treated_roma |   1.734564   3.075556     0.56   0.573    -4.293416    7.762544
      female |   -3.23214   1.509795    -2.14   0.032    -6.191283   -.2729974
    cemetary |  -3.562636   2.283406    -1.56   0.119     -8.03803    .9127581
     nursery |  -4.206036    2.43056    -1.73   0.084    -8.969847    .5577746
     wedding |  -.4478905   2.425727    -0.18   0.854    -5.202228    4.306447
   _Iblock_2 |  -9.232875     8.8405    -1.04   0.296    -26.55994    8.094187
   _Iblock_3 |  -7.454243   18.69725    -0.40   0.690    -44.10017    29.19169
   _Iblock_4 |   6.120806   10.84072     0.56   0.572    -15.12661    27.36822
   _Iblock_5 |   20.17639   19.07119     1.06   0.290    -17.20245    57.55524
   _Iblock_6 |  -7.454243   18.69725    -0.40   0.690    -44.10017    29.19169
   _Iblock_7 |   7.577126   13.95457     0.54   0.587    -19.77334    34.92759
   _Iblock_8 |  -11.93871   18.71411    -0.64   0.524    -48.61769    24.74026
   _Iblock_9 |  -3.428412   8.300877    -0.41   0.680    -19.69783    12.84101
  _Iblock_10 |   -2.31104   8.396699    -0.28   0.783    -18.76827    14.14619
  _Iblock_11 |  -24.39772   19.05881    -1.28   0.200     -61.7523    12.95685
  _Iblock_12 |  -14.80024   9.194594    -1.61   0.107    -32.82132    3.220828
  _Iblock_13 |  -3.690852   9.221756    -0.40   0.689    -21.76516    14.38346
  _Iblock_14 |   10.54369   18.75906     0.56   0.574    -26.22339    47.31077
  _Iblock_15 |  -13.07056   9.622388    -1.36   0.174    -31.93009    5.788977
  _Iblock_16 |    16.9786   19.12695     0.89   0.375    -20.50953    54.46672
  _Iblock_17 |  -.3744905   9.556974    -0.04   0.969    -19.10582    18.35684
  _Iblock_18 |  -12.42411    14.0794    -0.88   0.378    -40.01921      15.171
  _Iblock_19 |   -11.1342   9.146717    -1.22   0.223    -29.06144    6.793032
  _Iblock_20 |   3.200333    8.62172     0.37   0.710    -13.69793    20.09859
  _Iblock_21 |  -16.35474   19.12695    -0.86   0.393    -53.84287    21.13339
  _Iblock_22 |   2.728056   8.608222     0.32   0.751    -14.14375    19.59986
  _Iblock_23 |   3.796747   13.95864     0.27   0.786    -23.56169    31.15519
  _Iblock_24 |  -12.05611    18.7129    -0.64   0.519    -48.73272     24.6205
  _Iblock_25 |   -5.00415   10.15413    -0.49   0.622    -24.90587    14.89757
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |   21.39462   18.71411     1.14   0.253    -15.28436     58.0736
  _Iblock_28 |  -.3860318   12.14165    -0.03   0.975    -24.18323    23.41117
  _Iblock_29 |   2.685189   14.05286     0.19   0.848    -24.85792     30.2283
  _Iblock_30 |   6.857747   8.068369     0.85   0.395    -8.955966    22.67146
  _Iblock_31 |  -11.41271   18.76451    -0.61   0.543    -48.19047    25.36505
  _Iblock_32 |   3.045795   11.94661     0.25   0.799    -20.36913    26.46072
  _Iblock_33 |   3.508897   10.83856     0.32   0.746     -17.7343    24.75209
  _Iblock_34 |   4.739323   11.96899     0.40   0.692    -18.71946    28.19811
  _Iblock_35 |  -2.104215   8.593434    -0.24   0.807    -18.94704    14.73861
  _Iblock_36 |   6.549139    14.0313     0.47   0.641     -20.9517    34.04998
  _Iblock_37 |   1.354341   9.168541     0.15   0.883    -16.61567    19.32435
  _Iblock_38 |  -2.089637   14.01431    -0.15   0.881    -29.55717     25.3779
  _Iblock_39 |  -18.96746   10.09384    -1.88   0.060    -38.75103    .8161086
  _Iblock_40 |   .5865209    10.8342     0.05   0.957    -20.64812    21.82116
  _Iblock_41 |   1.439586   9.547377     0.15   0.880    -17.27293     20.1521
  _Iblock_42 |  -4.857482   8.406933    -0.58   0.563    -21.33477     11.6198
  _Iblock_43 |   1.365571   12.04275     0.11   0.910    -22.23778    24.96892
  _Iblock_44 |   2.837898   8.593394     0.33   0.741    -14.00484    19.68064
  _Iblock_45 |  -3.101588   9.567463    -0.32   0.746    -21.85347    15.65029
  _Iblock_46 |  -4.868851   8.639635    -0.56   0.573    -21.80223    12.06452
  _Iblock_47 |  -7.252595     11.899    -0.61   0.542     -30.5742    16.06901
  _Iblock_48 |  -3.132432   9.596618    -0.33   0.744    -21.94146    15.67659
  _Iblock_49 |  -2.405893   8.818394    -0.27   0.785    -19.68963    14.87784
  _Iblock_50 |   13.77583   18.73259     0.74   0.462    -22.93938    50.49104
  _Iblock_51 |   4.342395   10.10836     0.43   0.667    -15.46963    24.15442
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |    15.8842   12.09127     1.31   0.189    -7.814257    39.58266
  _Iblock_54 |  -4.616314   19.07404    -0.24   0.809    -42.00075    32.76813
  _Iblock_55 |  -5.732807   14.05953    -0.41   0.683    -33.28898    21.82337
  _Iblock_56 |  -3.029541    12.1367    -0.25   0.803    -26.81703    20.75795
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |     2.2934   7.772614     0.30   0.768    -12.94064    17.52744
  _Iblock_59 |   3.370052   14.06165     0.24   0.811    -24.19028    30.93038
  _Iblock_60 |   13.74646   19.15013     0.72   0.473    -23.78711    51.28002
  _Iblock_61 |  -11.69515   9.585742    -1.22   0.222    -30.48286    7.092563
  _Iblock_62 |    -2.1955   18.75828    -0.12   0.907    -38.96105    34.57005
  _Iblock_63 |   .5407031   9.169551     0.06   0.953    -17.43129    18.51269
  _Iblock_64 |  -2.679096   8.098391    -0.33   0.741    -18.55165    13.19346
  _Iblock_65 |   21.39462   18.71411     1.14   0.253    -15.28436     58.0736
  _Iblock_66 |  -9.254789   13.98617    -0.66   0.508    -36.66718    18.15761
  _Iblock_67 |   10.90853   18.80237     0.58   0.562    -25.94344     47.7605
  _Iblock_68 |  -15.63003   18.73517    -0.83   0.404    -52.35029    21.09022
  _Iblock_69 |  -22.49373   10.83974    -2.08   0.038    -43.73923    -1.24824
  _Iblock_70 |   12.16814   11.95119     1.02   0.309    -11.25576    35.59203
  _Iblock_71 |   3.121286   9.621091     0.32   0.746    -15.73571    21.97828
  _Iblock_72 |  -.9442726    13.9923    -0.07   0.946    -28.36868    26.48014
  _Iblock_73 |   7.156831    12.0064     0.60   0.551    -16.37528    30.68894
  _Iblock_74 |    11.1264   8.621243     1.29   0.197    -5.770929    28.02372
  _Iblock_75 |   23.29035   18.76242     1.24   0.214    -13.48331    60.06402
  _Iblock_76 |  -8.014511   14.05341    -0.57   0.568    -35.55868    19.52966
  _Iblock_77 |  -1.322013   10.11873    -0.13   0.896    -21.15435    18.51033
  _Iblock_78 |   10.73355   10.84179     0.99   0.322    -10.51596    31.98307
  _Iblock_79 |   .1421438   10.13551     0.01   0.989    -19.72309    20.00738
  _Iblock_80 |   2.271263   9.571324     0.24   0.812    -16.48819    21.03071
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |  -2.533158   10.93578    -0.23   0.817     -23.9669    18.90058
  _Iblock_83 |  -6.122975   18.75906    -0.33   0.744    -42.89006    30.64411
  _Iblock_84 |  -24.91593   8.639714    -2.88   0.004    -41.84946   -7.982405
  _Iblock_85 |    .355858   7.943711     0.04   0.964    -15.21353    15.92525
  _Iblock_86 |  -3.981488   11.97872    -0.33   0.740    -27.45936    19.49638
  _Iblock_87 |  -3.344384   12.00954    -0.28   0.781    -26.88265    20.19389
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |   11.35642    18.7994     0.60   0.546    -25.48973    48.20257
  _Iblock_90 |   3.370052   14.06268     0.24   0.811    -24.19229     30.9324
  _Iblock_91 |   2.256595   14.11223     0.16   0.873    -25.40286    29.91605
  _Iblock_92 |  -5.600895   9.153323    -0.61   0.541    -23.54108    12.33929
  _Iblock_93 |  -8.433759   8.383702    -1.01   0.314    -24.86551    7.997995
  _Iblock_94 |  -5.265164   9.555711    -0.55   0.582    -23.99401    13.46369
  _Iblock_95 |  -3.728808   7.456677    -0.50   0.617    -18.34363    10.88601
  _Iblock_96 |  -8.848425   13.95295    -0.63   0.526    -36.19571    18.49886
  _Iblock_97 |   .0259176   6.875711     0.00   0.997    -13.45023    13.50206
  _Iblock_98 |   26.52249   18.72227     1.42   0.157    -10.17249    63.21748
  _Iblock_99 |   11.67571   8.661628     1.35   0.178    -5.300773    28.65219
 _Iblock_100 |   1.278202   7.950102     0.16   0.872    -14.30371    16.86012
 _Iblock_101 |   11.35642    18.7994     0.60   0.546    -25.48973    48.20257
 _Iblock_102 |  -3.311346   10.06882    -0.33   0.742    -23.04587    16.42318
 _Iblock_103 |  -9.433475   13.92052    -0.68   0.498     -36.7172    17.85025
 _Iblock_104 |  -12.54782   14.03534    -0.89   0.371    -40.05658    14.96094
 _Iblock_105 |   15.55834    10.0925     1.54   0.123     -4.22259    35.33928
 _Iblock_106 |   24.50937   18.68373     1.31   0.190    -12.11007    61.12881
 _Iblock_107 |   .2905709   9.539543     0.03   0.976    -18.40659    18.98773
 _Iblock_108 |  -9.555121   9.165768    -1.04   0.297     -27.5197    8.409453
 _Iblock_109 |  -4.743572   8.229064    -0.58   0.564    -20.87224     11.3851
 _Iblock_110 |   4.809496   8.872593     0.54   0.588    -12.58047    22.19946
 _Iblock_111 |   6.493566   8.907363     0.73   0.466    -10.96455    23.95168
 _Iblock_112 |   5.649793   18.72066     0.30   0.763    -31.04202    42.34161
 _Iblock_113 |  -7.116215   9.565242    -0.74   0.457    -25.86374    11.63131
 _Iblock_114 |   9.193197   13.91544     0.66   0.509    -18.08057    36.46696
 _Iblock_115 |   -7.11142   10.89201    -0.65   0.514    -28.45937    14.23653
 _Iblock_116 |  -10.27931   9.556501    -1.08   0.282    -29.00971    8.451084
 _Iblock_117 |  -22.78965   18.75906    -1.21   0.224    -59.55673    13.97744
 _Iblock_118 |   2.075682   14.12658     0.15   0.883    -25.61191    29.76328
 _Iblock_119 |  -7.262386   11.99636    -0.61   0.545    -30.77481    16.25004
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |  -5.758136   18.80237    -0.31   0.759    -42.61011    31.09384
 _Iblock_122 |  -11.12209   8.246058    -1.35   0.177    -27.28407    5.039889
 _Iblock_123 |  -11.41754   14.08216    -0.81   0.417    -39.01806    16.18298
 _Iblock_124 |  -6.981146    11.9915    -0.58   0.560    -30.48405    16.52176
 _Iblock_125 |  -18.40119   14.06777    -1.31   0.191    -45.97351    9.171131
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |    9.85583   18.72227     0.53   0.599    -26.83915    46.55081
 _Iblock_128 |  -2.543171   13.94678    -0.18   0.855    -29.87835    24.79201
 _Iblock_129 |  -1.902292   8.388015    -0.23   0.821     -18.3425    14.53792
 _Iblock_130 |  -6.946673   8.586764    -0.81   0.419    -23.77642    9.883075
 _Iblock_131 |  -12.35671   12.01607    -1.03   0.304    -35.90778    11.19436
 _Iblock_132 |    -9.3099   10.15711    -0.92   0.359    -29.21747    10.59767
 _Iblock_133 |  -5.835761   11.94379    -0.49   0.625    -29.24515    17.57363
 _Iblock_134 |   17.55337   14.07631     1.25   0.212     -10.0357    45.14243
 _Iblock_135 |  -5.589445   14.11085    -0.40   0.692    -33.24621    22.06732
 _Iblock_136 |   5.760728   11.94191     0.48   0.630    -17.64499    29.16644
 _Iblock_137 |  -11.03237   7.618025    -1.45   0.148    -25.96343    3.898683
 _Iblock_138 |  -13.14278   8.584928    -1.53   0.126    -29.96893    3.683372
 _Iblock_139 |  -13.52137   13.94467    -0.97   0.332    -40.85243    13.80969
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   8.441616   10.85051     0.78   0.437    -12.82499    29.70822
       _cons |   81.94614   7.995376    10.25   0.000     66.27549    97.61679
-------------+----------------------------------------------------------------
select       |
 followed_up |   .5348767   .0917417     5.83   0.000     .3550662    .7146871
       _cons |  -.0446875   .0394509    -1.13   0.257    -.1220098    .0326349
-------------+----------------------------------------------------------------
/mills       |
      lambda |    9.08617   5.655883     1.61   0.108    -1.999157     20.1715
-------------+----------------------------------------------------------------
         rho |    0.47785
       sigma |  19.014624
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma  treated treated_roma  female cemetary nursery wedding  i.block if w2==0, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_88 omitted because of collinearity.
note: _Iblock_120 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =      1,260
(regression model with sample selection)              Selected    =        659
                                                      Nonselected =        601

                                                Wald chi2(139)    =     245.04
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |  -5.990736   1.764359    -3.40   0.001    -9.448816   -2.532656
     treated |  -.9060841   1.756754    -0.52   0.606    -4.349258     2.53709
treated_roma |   2.588198   2.537803     1.02   0.308    -2.385805    7.562201
      female |  -.0256674   1.245777    -0.02   0.984    -2.467345     2.41601
    cemetary |  -8.017732   1.884071    -4.26   0.000    -11.71044   -4.325021
     nursery |  -6.166713   2.006052    -3.07   0.002     -10.0985   -2.234923
     wedding |  -3.908229   2.000318    -1.95   0.051     -7.82878    .0123209
   _Iblock_2 |   .9332226   7.310523     0.13   0.898    -13.39514    15.26158
   _Iblock_3 |   5.398078   15.49056     0.35   0.727    -24.96287    35.75903
   _Iblock_4 |   3.375499   8.958576     0.38   0.706    -14.18299    20.93399
   _Iblock_5 |   .1174138    15.5861     0.01   0.994    -30.43078    30.66561
   _Iblock_6 |  -11.26859   15.49056    -0.73   0.467    -41.62954    19.09236
   _Iblock_7 |   5.860455   11.56121     0.51   0.612     -16.7991    28.52001
   _Iblock_8 |  -.3935391   15.50447    -0.03   0.980    -30.78173    29.99466
   _Iblock_9 |   13.38035   6.865892     1.95   0.051    -.0765481    26.83725
  _Iblock_10 |  -.0104762   6.947571    -0.00   0.999    -13.62746    13.60651
  _Iblock_11 |  -14.66802   15.57577    -0.94   0.346    -45.19596    15.85992
  _Iblock_12 |   -7.55763    7.60078    -0.99   0.320    -22.45489    7.339626
  _Iblock_13 |  -4.306872   7.612753    -0.57   0.572    -19.22759    10.61385
  _Iblock_14 |  -25.30272   15.54141    -1.63   0.104    -55.76332    5.157879
  _Iblock_15 |   10.02002   7.948746     1.26   0.207    -5.559234    25.59928
  _Iblock_16 |    26.3391   15.63262     1.68   0.092    -4.300267    56.97847
  _Iblock_17 |   8.787719   7.906697     1.11   0.266    -6.709123    24.28456
  _Iblock_18 |   2.356897    11.5925     0.20   0.839    -20.36399    25.07778
  _Iblock_19 |  -15.44442   7.560584    -2.04   0.041     -30.2629   -.6259493
  _Iblock_20 |   2.755618   7.126018     0.39   0.699    -11.21112    16.72236
  _Iblock_21 |  -6.994234   15.63262    -0.45   0.655     -37.6336    23.64513
  _Iblock_22 |   6.922142   7.114585     0.97   0.331    -7.022189    20.86647
  _Iblock_23 |  -7.898648   11.56451    -0.68   0.495    -30.56467    14.76737
  _Iblock_24 |  -12.97637   15.50357    -0.84   0.403    -43.36281    17.41008
  _Iblock_25 |   1.554276   8.380818     0.19   0.853    -14.87183    17.98038
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |    32.9398   15.50447     2.12   0.034     2.551601    63.32799
  _Iblock_28 |   10.20895   9.985977     1.02   0.307     -9.36321     29.7811
  _Iblock_29 |   .3021457   11.57194     0.03   0.979    -22.37844    22.98274
  _Iblock_30 |   6.301258   6.674558     0.94   0.345    -6.780636    19.38315
  _Iblock_31 |  -14.82739   15.54588    -0.95   0.340    -45.29675    15.64197
  _Iblock_32 |  -15.45271   9.897701    -1.56   0.118    -34.85184    3.946429
  _Iblock_33 |   5.470453   8.956772     0.61   0.541     -12.0845     23.0254
  _Iblock_34 |   -3.85679   9.879284    -0.39   0.696    -23.21983    15.50625
  _Iblock_35 |   7.133904   7.102609     1.00   0.315    -6.786954    21.05476
  _Iblock_36 |   17.55702   11.55319     1.52   0.129    -5.086816    40.20087
  _Iblock_37 |   17.41767   7.578965     2.30   0.022      2.56317    32.27217
  _Iblock_38 |   14.09315   11.61022     1.21   0.225     -8.66246    36.84876
  _Iblock_39 |  -1.324864   8.346141    -0.16   0.874      -17.683    15.03327
  _Iblock_40 |  -2.249617   8.952936    -0.25   0.802    -19.79705    15.29781
  _Iblock_41 |  -1.887635   7.898198    -0.24   0.811    -17.36782    13.59255
  _Iblock_42 |   2.311425   6.951381     0.33   0.740    -11.31303    15.93588
  _Iblock_43 |  -.4446859   9.940578    -0.04   0.964    -19.92786    19.03849
  _Iblock_44 |  -2.211016   7.108073    -0.31   0.756    -16.14258    11.72055
  _Iblock_45 |   3.796659   7.903734     0.48   0.631    -11.69438    19.28769
  _Iblock_46 |   10.54025   7.141018     1.48   0.140    -3.455888    24.53639
  _Iblock_47 |  -6.013233   9.858534    -0.61   0.542    -25.33561    13.30914
  _Iblock_48 |   1.922436   7.927526     0.24   0.808    -13.61523     17.4601
  _Iblock_49 |    .405429   7.299056     0.06   0.956    -13.90046    14.71132
  _Iblock_50 |   -8.61039   15.51965    -0.55   0.579    -39.02835    21.80757
  _Iblock_51 |   12.82523   8.358757     1.53   0.125    -3.557629     29.2081
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   27.30903   9.980236     2.74   0.006     7.748126    46.86993
  _Iblock_54 |  -10.55851   15.58841    -0.68   0.498    -41.11123     19.9942
  _Iblock_55 |   21.96948   11.57667     1.90   0.058    -.7203637    44.65933
  _Iblock_56 |   10.28611   9.980467     1.03   0.303    -9.275249    29.84746
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |   8.452051   6.430638     1.31   0.189    -4.151769    21.05587
  _Iblock_59 |  -7.190129   11.57885    -0.62   0.535    -29.88426      15.504
  _Iblock_60 |    9.64677   15.65199     0.62   0.538    -21.03056     40.3241
  _Iblock_61 |   9.824912   7.929637     1.24   0.215     -5.71689    25.36671
  _Iblock_62 |   .2877586   15.54095     0.02   0.985    -30.17194    30.74746
  _Iblock_63 |   2.980985    7.57948     0.39   0.694    -11.87452    17.83649
  _Iblock_64 |  -.3079101   6.699171    -0.05   0.963    -13.43804    12.82222
  _Iblock_65 |    32.9398   15.50447     2.12   0.034     2.551601    63.32799
  _Iblock_66 |   10.19775   11.58707     0.88   0.379    -12.51249      32.908
  _Iblock_67 |   25.60336   15.57715     1.64   0.100    -4.927291    56.13402
  _Iblock_68 |  -16.35324   15.52179    -1.05   0.292     -46.7754    14.06892
  _Iblock_69 |  -10.01104   8.957411    -1.12   0.264    -27.56724    7.545166
  _Iblock_70 |   18.33093   9.901441     1.85   0.064    -1.075533     37.7374
  _Iblock_71 |  -4.642552   7.947832    -0.58   0.559    -20.22002    10.93491
  _Iblock_72 |   16.06118   11.59231     1.39   0.166    -6.659329    38.78168
  _Iblock_73 |   1.601706    9.94689     0.16   0.872    -17.89384    21.09725
  _Iblock_74 |    8.75203   7.131336     1.23   0.220    -5.225132    22.72919
  _Iblock_75 |   3.521391   15.54427     0.23   0.821    -26.94481    33.98759
  _Iblock_76 |   3.973713   11.57179     0.34   0.731    -18.70658      26.654
  _Iblock_77 |   4.138519   8.367209     0.49   0.621    -12.26091    20.53795
  _Iblock_78 |  -1.541939   8.958657    -0.17   0.863    -19.10058    16.01671
  _Iblock_79 |   2.860429   8.381429     0.34   0.733    -13.56687    19.28773
  _Iblock_80 |  -2.881357   7.906674    -0.36   0.716    -18.37815    12.61544
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |   2.696135   9.013756     0.30   0.765     -14.9705    20.36277
  _Iblock_83 |   24.69728   15.54141     1.59   0.112    -5.763322    55.15788
  _Iblock_84 |  -5.174024   7.141273    -0.72   0.469    -19.17066    8.822614
  _Iblock_85 |   .9077072   6.572679     0.14   0.890    -11.97451    13.78992
  _Iblock_86 |  -2.420586   9.887476    -0.24   0.807    -21.79968    16.95851
  _Iblock_87 |  -3.402182   9.912748    -0.34   0.731    -22.83081    16.02645
  _Iblock_88 |          0  (omitted)
  _Iblock_89 |   29.51159   15.57466     1.89   0.058    -1.014189    60.03737
  _Iblock_90 |   1.143203   11.57893     0.10   0.921    -21.55108    23.83749
  _Iblock_91 |   11.39437   11.62036     0.98   0.327     -11.3811    34.16985
  _Iblock_92 |   -1.83626   7.565992    -0.24   0.808    -16.66533    12.99281
  _Iblock_93 |  -7.238159   6.931621    -1.04   0.296    -20.82389    6.347568
  _Iblock_94 |   .3539185    7.89418     0.04   0.964    -15.11839    15.82623
  _Iblock_95 |   1.434972   6.167797     0.23   0.816    -10.65369    13.52363
  _Iblock_96 |  -12.39509   11.55989    -1.07   0.284    -35.05206    10.26188
  _Iblock_97 |  -.3210351   5.692784    -0.06   0.955    -11.47869    10.83662
  _Iblock_98 |   36.88039   15.51127     2.38   0.017     6.478857    67.28193
  _Iblock_99 |   1.642064   7.163768     0.23   0.819    -12.39866    15.68279
 _Iblock_100 |   9.349428   6.575052     1.42   0.155    -3.537438    22.23629
 _Iblock_101 |   12.84493   15.57466     0.82   0.410    -17.68085    43.37071
 _Iblock_102 |   8.513188   8.326201     1.02   0.307    -7.805867    24.83224
 _Iblock_103 |   3.618677   11.53324     0.31   0.754    -18.98606    26.22342
 _Iblock_104 |   16.52861   11.55647     1.43   0.153     -6.12166    39.17887
 _Iblock_105 |   16.13245   8.346377     1.93   0.053    -.2261485    32.49105
 _Iblock_106 |   3.715964    15.4796     0.24   0.810     -26.6235    34.05543
 _Iblock_107 |  -4.816946     7.9034    -0.61   0.542    -20.30733    10.67343
 _Iblock_108 |   1.766896   7.576035     0.23   0.816    -13.08186    16.61565
 _Iblock_109 |   8.057405   6.809981     1.18   0.237    -5.289913    21.40472
 _Iblock_110 |   9.409339   7.330115     1.28   0.199    -4.957423     23.7761
 _Iblock_111 |  -6.879345   7.364455    -0.93   0.350    -21.31341    7.554722
 _Iblock_112 |   30.71368   15.50993     1.98   0.048     .3147682     61.1126
 _Iblock_113 |  -1.364838   7.901278    -0.17   0.863    -16.85106    14.12138
 _Iblock_114 |   5.873289   11.52905     0.51   0.610    -16.72323    28.46981
 _Iblock_115 |  -7.208439   8.978285    -0.80   0.422    -24.80555    10.38868
 _Iblock_116 |   7.222286   7.905847     0.91   0.361     -8.27289    22.71746
 _Iblock_117 |  -25.30272   15.54141    -1.63   0.104    -55.76332    5.157879
 _Iblock_118 |   .2048594   11.63148     0.02   0.986    -22.59242    23.00214
 _Iblock_119 |   .0724869   9.902417     0.01   0.994    -19.33589    19.48087
 _Iblock_120 |          0  (omitted)
 _Iblock_121 |   8.936698   15.57715     0.57   0.566    -21.59395    39.46735
 _Iblock_122 |  -7.546694   6.816491    -1.11   0.268    -20.90677    5.813384
 _Iblock_123 |   18.93911   11.59573     1.63   0.102    -3.788108    41.66633
 _Iblock_124 |   16.55559   9.897696     1.67   0.094    -2.843539    35.95472
 _Iblock_125 |  -2.016303   11.65449    -0.17   0.863    -24.85869    20.82608
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |   36.88039   15.51127     2.38   0.017     6.478857    67.28193
 _Iblock_128 |    4.17202   11.55488     0.36   0.718    -18.47512    26.81916
 _Iblock_129 |   3.114798   6.939615     0.45   0.654     -10.4866    16.71619
 _Iblock_130 |   2.808642   7.103096     0.40   0.693    -11.11317    16.73045
 _Iblock_131 |   16.27146   9.954837     1.63   0.102     -3.23966    35.78258
 _Iblock_132 |   .8170019   8.398064     0.10   0.923     -15.6429    17.27691
 _Iblock_133 |   3.709417   9.895392     0.37   0.708     -15.6852    23.10403
 _Iblock_134 |   8.169606   11.59076     0.70   0.481    -14.54786    30.88707
 _Iblock_135 |   23.26023   11.61934     2.00   0.045     .4867411    46.03372
 _Iblock_136 |   15.80829   9.893856     1.60   0.110    -3.583306    35.19989
 _Iblock_137 |  -4.245006   6.302247    -0.67   0.501    -16.59718     8.10717
 _Iblock_138 |   -5.86632   7.101107    -0.83   0.409    -19.78423    8.051594
 _Iblock_139 |  -7.256981   11.55313    -0.63   0.530    -29.90071    15.38675
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   -.614066   8.989382    -0.07   0.946    -18.23293     17.0048
       _cons |   73.42362   6.543548    11.22   0.000      60.5985    86.24874
-------------+----------------------------------------------------------------
select       |
 followed_up |   .5348767   .0917417     5.83   0.000     .3550662    .7146871
       _cons |  -.0446875   .0394509    -1.13   0.257    -.1220098    .0326349
-------------+----------------------------------------------------------------
/mills       |
      lambda |    2.27343   4.496878     0.51   0.613    -6.540289    11.08715
-------------+----------------------------------------------------------------
         rho |    0.15508
       sigma |  14.659726
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. ** Treatment effects - long run 
. 
. ** Control
. 
. 
. areg r roma    female cemetary nursery wedding if w2==1 & treated==0 , r a(block)

Linear regression, absorbing indicators            Number of obs     =     634
Absorbed variable: block                           No. of categories =     138
                                                   F(5, 491)         =    4.95
                                                   Prob > F          =  0.0002
                                                   R-squared         =  0.2656
                                                   Adj R-squared     =  0.0532
                                                   Root MSE          = 48.6110

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |   -14.5687   4.521701    -3.22   0.001    -23.45297   -5.684429
      female |  -2.491143   4.498981    -0.55   0.580    -11.33077    6.348487
    cemetary |   17.43967   6.279696     2.78   0.006     5.101274    29.77806
     nursery |  -3.729027   6.141311    -0.61   0.544    -15.79552    8.337465
     wedding |   4.657714   6.388722     0.73   0.466    -7.894892    17.21032
       _cons |   56.33958   5.062728    11.13   0.000     46.39229    66.28686
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  append
muni_treat_rob.xls
dir : seeout

. 
. areg help roma     female cemetary nursery wedding if w2==1 & treated==0, r a(block)

Linear regression, absorbing indicators            Number of obs     =     634
Absorbed variable: block                           No. of categories =     138
                                                   F(5, 491)         =    5.71
                                                   Prob > F          =  0.0000
                                                   R-squared         =  0.2834
                                                   Adj R-squared     =  0.0762
                                                   Root MSE          = 37.9131

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -12.27537   3.524938    -3.48   0.001    -19.20119   -5.349542
      female |  -.7847941   3.498211    -0.22   0.823    -7.658104    6.088516
    cemetary |   13.35054   4.955886     2.69   0.007     3.613176     23.0879
     nursery |  -4.043663   4.854534    -0.83   0.405    -13.58189    5.494562
     wedding |   4.543011   5.042317     0.90   0.368    -5.364169    14.45019
       _cons |   41.98106   4.122825    10.18   0.000      33.8805    50.08162
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma     female cemetary nursery wedding i.block if w2==1 & treated==0, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_2 omitted because of collinearity.
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_24 omitted because of collinearity.
note: _Iblock_31 omitted because of collinearity.
note: _Iblock_38 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_54 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_62 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_67 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_69 omitted because of collinearity.
note: _Iblock_71 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_77 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_104 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_131 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        634
(regression model with sample selection)              Selected    =        340
                                                      Nonselected =        294

                                                Wald chi2(122)    =     278.12
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -5.695984    2.11303    -2.70   0.007    -9.837448   -1.554521
      female |   1.239192    2.04886     0.60   0.545      -2.7765    5.254883
    cemetary |   1.669613   2.729556     0.61   0.541    -3.680218    7.019444
     nursery |  -5.122747   2.999649    -1.71   0.088    -11.00195    .7564567
     wedding |   3.884498   2.940177     1.32   0.186    -1.878143    9.647139
   _Iblock_2 |          0  (omitted)
   _Iblock_3 |   9.016404   16.19176     0.56   0.578    -22.71885    40.75166
   _Iblock_4 |  -2.274277   16.10397    -0.14   0.888    -33.83747    29.28892
   _Iblock_5 |  -28.92568    16.2444    -1.78   0.075    -60.76412     2.91277
   _Iblock_6 |   10.36602   16.06728     0.65   0.519    -21.12526    41.85731
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |  -2.527521   16.26513    -0.16   0.877     -34.4066    29.35155
   _Iblock_9 |  -3.827834   7.900678    -0.48   0.628    -19.31288    11.65721
  _Iblock_10 |  -12.63826   9.426296    -1.34   0.180    -31.11346    5.836943
  _Iblock_11 |  -7.650268   16.19176    -0.47   0.637    -39.38552    24.08499
  _Iblock_12 |   9.746189   8.814179     1.11   0.269    -7.529284    27.02166
  _Iblock_13 |   13.30187   9.460686     1.41   0.160     -5.24073    31.84448
  _Iblock_14 |   14.71239   16.21542     0.91   0.364    -17.06925    46.49403
  _Iblock_15 |   3.667402   8.890753     0.41   0.680    -13.75815    21.09296
  _Iblock_16 |  -3.623896   16.21142    -0.22   0.823    -35.39769    28.14989
  _Iblock_17 |   9.875978   10.42218     0.95   0.343    -10.55112    30.30308
  _Iblock_18 |   1.762263   12.10322     0.15   0.884    -21.95961    25.48414
  _Iblock_19 |  -9.206371   9.374816    -0.98   0.326    -27.58067    9.167931
  _Iblock_20 |   12.09956     8.7729     1.38   0.168    -5.095011    29.29412
  _Iblock_21 |  -8.373614   12.22144    -0.69   0.493     -32.3272    15.57997
  _Iblock_22 |   6.735681   8.042843     0.84   0.402    -9.028002    22.49936
  _Iblock_23 |  -8.080689   16.17842    -0.50   0.617    -39.78981    23.62844
  _Iblock_24 |          0  (omitted)
  _Iblock_25 |   6.367077   10.46935     0.61   0.543    -14.15248    26.88663
  _Iblock_26 |  -7.970262   16.06854    -0.50   0.620    -39.46403     23.5235
  _Iblock_27 |   27.54138   12.19669     2.26   0.024      3.63632    51.44645
  _Iblock_28 |   22.70852   10.42231     2.18   0.029     2.281158    43.13587
  _Iblock_29 |   5.131906   16.20355     0.32   0.751    -26.62647    36.89028
  _Iblock_30 |   13.24529   9.426565     1.41   0.160    -5.230438    31.72102
  _Iblock_31 |          0  (omitted)
  _Iblock_32 |  -4.489162   16.10512    -0.28   0.780    -36.05462     27.0763
  _Iblock_33 |  -1.035085   16.12235    -0.06   0.949    -32.63431    30.56414
  _Iblock_34 |   37.74099    16.2444     2.32   0.020     5.902545    69.57944
  _Iblock_35 |   9.964016   8.845685     1.13   0.260    -7.373209    27.30124
  _Iblock_36 |  -10.29557   16.20836    -0.64   0.525    -42.06337    21.47222
  _Iblock_37 |   2.537396   10.42504     0.24   0.808    -17.89531     22.9701
  _Iblock_38 |          0  (omitted)
  _Iblock_39 |  -1.035085   16.12235    -0.06   0.949    -32.63431    30.56414
  _Iblock_40 |   1.224586   10.45836     0.12   0.907    -19.27343     21.7226
  _Iblock_41 |  -16.33433   10.40019    -1.57   0.116    -36.71832    4.049658
  _Iblock_42 |   18.64605   10.34324     1.80   0.071     -1.62632    38.91843
  _Iblock_43 |   27.03269   16.06728     1.68   0.092    -4.458596    58.52397
  _Iblock_44 |    10.9304   12.19875     0.90   0.370    -12.97871    34.83952
  _Iblock_45 |    5.12252   8.840172     0.58   0.562     -12.2039    22.44894
  _Iblock_46 |  -7.828461   9.557491    -0.82   0.413     -26.5608    10.90388
  _Iblock_47 |  -26.85181   16.08264    -1.67   0.095    -58.37321    4.669585
  _Iblock_48 |    6.36057   8.798845     0.72   0.470    -10.88485    23.60599
  _Iblock_49 |   5.099543   10.46715     0.49   0.626     -15.4157    25.61479
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |  -5.838781   16.21059    -0.36   0.719    -37.61096     25.9334
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   13.15833   12.07578     1.09   0.276    -10.50977    36.82642
  _Iblock_54 |          0  (omitted)
  _Iblock_55 |  -3.623896   16.21142    -0.22   0.823    -35.39769    28.14989
  _Iblock_56 |   2.696254   12.13814     0.22   0.824    -21.09405    26.48656
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |   13.01937   8.398404     1.55   0.121    -3.441197    29.47994
  _Iblock_59 |   15.48877    16.1329     0.96   0.337    -16.13114    47.10868
  _Iblock_60 |   5.131906   16.20355     0.32   0.751    -26.62647    36.89028
  _Iblock_61 |  -4.660289   9.432976    -0.49   0.621    -23.14858      13.828
  _Iblock_62 |          0  (omitted)
  _Iblock_63 |   19.86695   10.42645     1.91   0.057    -.5685102    40.30242
  _Iblock_64 |   1.081706   8.418187     0.13   0.898    -15.41764    17.58105
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |  -3.623896   16.21142    -0.22   0.823    -35.39769    28.14989
  _Iblock_67 |          0  (omitted)
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |          0  (omitted)
  _Iblock_70 |    23.8383    12.0788     1.97   0.048     .1642864    47.51231
  _Iblock_71 |          0  (omitted)
  _Iblock_72 |   13.93427   9.525382     1.46   0.144    -4.735138    32.60367
  _Iblock_73 |  -.7995817    12.0476    -0.07   0.947    -24.41245    22.81328
  _Iblock_74 |   8.174405   8.330694     0.98   0.326    -8.153456    24.50227
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |   23.03776   16.20836     1.42   0.155     -8.73003    54.80556
  _Iblock_77 |          0  (omitted)
  _Iblock_78 |   5.924701   10.36567     0.57   0.568    -14.39164    26.24104
  _Iblock_79 |  -37.82249   16.10512    -2.35   0.019    -69.38796   -6.257032
  _Iblock_80 |  -20.03823   10.39089    -1.93   0.054    -40.40401    .3275458
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |   11.36256    12.1569     0.93   0.350    -12.46452    35.18965
  _Iblock_83 |  -1.035085   16.12235    -0.06   0.949    -32.63431    30.56414
  _Iblock_84 |   6.914154   12.07837     0.57   0.567    -16.75901    30.58732
  _Iblock_85 |  -5.829909   8.009095    -0.73   0.467    -21.52745    9.867628
  _Iblock_86 |  -34.62166   16.24177    -2.13   0.033    -66.45494   -2.788386
  _Iblock_87 |   9.513566     10.374     0.92   0.359     -10.8191    29.84623
  _Iblock_88 |  -30.16487   16.28196    -1.85   0.064    -62.07693    1.747192
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |   1.762263   12.10322     0.15   0.884    -21.95961    25.48414
  _Iblock_91 |   21.79857   16.20355     1.35   0.179    -9.959805    53.55695
  _Iblock_92 |  -21.13596   12.15698    -1.74   0.082    -44.96321    2.691288
  _Iblock_93 |   4.438182   8.776778     0.51   0.613    -12.76399    21.64035
  _Iblock_94 |  -30.45012   12.01016    -2.54   0.011    -53.98961   -6.910629
  _Iblock_95 |  -10.60808   7.529988    -1.41   0.159    -25.36659    4.150421
  _Iblock_96 |  -1.288329   16.24177    -0.08   0.937     -33.1216    30.54495
  _Iblock_97 |  -.0272782    6.59538    -0.00   0.997    -12.95398    12.89943
  _Iblock_98 |   20.71191     10.493     1.97   0.048      .146008    41.27782
  _Iblock_99 |  -1.981479   8.023139    -0.25   0.805    -17.70654    13.74358
 _Iblock_100 |  -5.098982   8.440017    -0.60   0.546    -21.64111    11.44315
 _Iblock_101 |  -10.29557   16.20836    -0.64   0.525    -42.06337    21.47222
 _Iblock_102 |  -6.411076   16.20735    -0.40   0.692     -38.1769    25.35475
 _Iblock_103 |    16.5419   12.05041     1.37   0.170    -7.076464    40.16026
 _Iblock_104 |          0  (omitted)
 _Iblock_105 |   11.21655   12.01029     0.93   0.350    -12.32318    34.75628
 _Iblock_106 |  -8.080689   16.17842    -0.50   0.617    -39.78981    23.62844
 _Iblock_107 |  -12.62117   8.799897    -1.43   0.152    -29.86865    4.626309
 _Iblock_108 |  -.9159288   8.357424    -0.11   0.913    -17.29618    15.46432
 _Iblock_109 |     -6.041   9.435457    -0.64   0.522    -24.53416    12.45216
 _Iblock_110 |   10.79915   9.381015     1.15   0.250    -7.587306     29.1856
 _Iblock_111 |   15.59287   8.001273     1.95   0.051    -.0893399    31.27507
 _Iblock_112 |   10.86959   12.12045     0.90   0.370    -12.88606    34.62524
 _Iblock_113 |   25.69358    9.56639     2.69   0.007     6.943803    44.44336
 _Iblock_114 |   28.73375   16.20114     1.77   0.076    -3.019908     60.4874
 _Iblock_115 |  -4.469298   12.15698    -0.37   0.713    -28.29655    19.35795
 _Iblock_116 |   23.05477   9.454071     2.44   0.015     4.525135    41.58441
 _Iblock_117 |  -54.59959   16.20114    -3.37   0.001    -86.35324   -22.84593
 _Iblock_118 |   24.01346   12.24568     1.96   0.050     .0123544    48.01456
 _Iblock_119 |   25.36307   16.06854     1.58   0.114    -6.130691    56.85684
 _Iblock_120 |  -67.95499   16.24177    -4.18   0.000    -99.78827   -36.12172
 _Iblock_121 |   6.239345   12.17575     0.51   0.608    -17.62469    30.10338
 _Iblock_122 |  -2.723277   8.891504    -0.31   0.759     -20.1503    14.70375
 _Iblock_123 |  -11.53477   16.20355    -0.71   0.477    -43.29314    20.22361
 _Iblock_124 |   .9274567   12.16128     0.08   0.939    -22.90822    24.76313
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |  -24.31693   16.19176    -1.50   0.133    -56.05219    7.418325
 _Iblock_128 |  -35.50283   12.14673    -2.92   0.003    -59.30998   -11.69567
 _Iblock_129 |  -2.265413   8.009847    -0.28   0.777    -17.96443     13.4336
 _Iblock_130 |  -7.394016   8.877698    -0.83   0.405    -24.79398    10.00595
 _Iblock_131 |          0  (omitted)
 _Iblock_132 |  -9.132918   12.04729    -0.76   0.448    -32.74517    14.47934
 _Iblock_133 |  -34.04842   16.21675    -2.10   0.036    -65.83268   -2.264168
 _Iblock_134 |   4.407656    16.2444     0.27   0.786    -27.43079     36.2461
 _Iblock_135 |  -7.970262   16.06854    -0.50   0.620    -39.46403     23.5235
 _Iblock_136 |   12.17751   16.10512     0.76   0.450    -19.38795    43.74297
 _Iblock_137 |   9.476454   8.814529     1.08   0.282    -7.799706    26.75261
 _Iblock_138 |   7.764304   10.46996     0.74   0.458    -12.75645    28.28505
 _Iblock_139 |    36.5018   16.28196     2.24   0.025     4.589739    68.41386
 _Iblock_140 |  -24.74735   16.17842    -1.53   0.126    -56.45648    6.961773
 _Iblock_141 |   15.48877    16.1329     0.96   0.337    -16.13114    47.10868
       _cons |    76.2112   8.411852     9.06   0.000     59.72427    92.69813
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4297678   .1005451     4.27   0.000      .232703    .6268326
       _cons |  -.1244507   .0710412    -1.75   0.080    -.2636889    .0147876
-------------+----------------------------------------------------------------
/mills       |
      lambda |  -5.101574   7.763301    -0.66   0.511    -20.31736    10.11422
-------------+----------------------------------------------------------------
         rho |   -0.32991
       sigma |  15.463414
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma     female cemetary nursery wedding  i.block if w2==1& treated==0, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_2 omitted because of collinearity.
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_24 omitted because of collinearity.
note: _Iblock_31 omitted because of collinearity.
note: _Iblock_38 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_54 omitted because of collinearity.
note: _Iblock_57 omitted because of collinearity.
note: _Iblock_62 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_67 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_69 omitted because of collinearity.
note: _Iblock_71 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_77 omitted because of collinearity.
note: _Iblock_81 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_104 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_131 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        634
(regression model with sample selection)              Selected    =        340
                                                      Nonselected =        294

                                                Wald chi2(122)    =     225.48
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |  -3.267944   2.076538    -1.57   0.116    -7.337884    .8019949
      female |   5.589294   2.014191     2.77   0.006     1.641551    9.537036
    cemetary |   -3.17893   2.684487    -1.18   0.236    -8.440427    2.082567
     nursery |  -7.773672   2.948092    -2.64   0.008    -13.55183   -1.995518
     wedding |   3.685975   2.887786     1.28   0.202    -1.973981    9.345931
   _Iblock_2 |          0  (omitted)
   _Iblock_3 |  -26.90363   16.03013    -1.68   0.093    -58.32211    4.514847
   _Iblock_4 |   -6.70823   15.64166    -0.43   0.668    -37.36532    23.94886
   _Iblock_5 |   6.393945   16.08053     0.40   0.691    -25.12331     37.9112
   _Iblock_6 |   20.17823    15.6059     1.29   0.196    -10.40877    50.76523
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |  -2.463293   16.10112    -0.15   0.878     -34.0209    29.09431
   _Iblock_9 |  -5.440494    7.77595    -0.70   0.484    -20.68108    9.800088
  _Iblock_10 |  -22.13074   9.241147    -2.39   0.017    -40.24305   -4.018423
  _Iblock_11 |  -26.90363   16.03013    -1.68   0.093    -58.32211    4.514847
  _Iblock_12 |  -14.94752   8.652007    -1.73   0.084    -31.90514      2.0101
  _Iblock_13 |   3.730755   9.275074     0.40   0.688    -14.44806    21.90957
  _Iblock_14 |  -6.969021   16.05267    -0.43   0.664    -38.43168    24.49364
  _Iblock_15 |  -3.410643   8.772587    -0.39   0.697     -20.6046    13.78331
  _Iblock_16 |  -3.790091   16.04859    -0.24   0.813    -35.24474    27.66456
  _Iblock_17 |  -9.211982   10.24362    -0.90   0.368     -29.2891    10.86514
  _Iblock_18 |    3.81606   11.86977     0.32   0.748    -19.44826    27.08038
  _Iblock_19 |  -22.93441   9.189675    -2.50   0.013    -40.94584   -4.922979
  _Iblock_20 |  -14.17877   8.591844    -1.65   0.099    -31.01848    2.660929
  _Iblock_21 |  -2.838793   11.98605    -0.24   0.813    -26.33101    20.65343
  _Iblock_22 |  -1.669416   7.902533    -0.21   0.833     -17.1581    13.81926
  _Iblock_23 |  -1.468742   16.01825    -0.09   0.927    -32.86393    29.92645
  _Iblock_24 |          0  (omitted)
  _Iblock_25 |   2.981515   10.34367     0.29   0.773     -17.2917    23.25473
  _Iblock_26 |  -9.976174   15.60715    -0.64   0.523    -40.56562    20.61327
  _Iblock_27 |   5.729513   12.06153     0.48   0.635    -17.91066    29.36968
  _Iblock_28 |   19.22298   10.29807     1.87   0.062    -.9608693    39.40683
  _Iblock_29 |   2.743732   16.04149     0.17   0.864      -28.697    34.18447
  _Iblock_30 |    7.82154   9.210179     0.85   0.396    -10.23008    25.87316
  _Iblock_31 |          0  (omitted)
  _Iblock_32 |  -13.57313   15.64293    -0.87   0.386    -44.23271    17.08644
  _Iblock_33 |   -17.7856   15.66053    -1.14   0.256    -48.47968    12.90847
  _Iblock_34 |   23.06062   16.08053     1.43   0.152    -8.456639    54.57787
  _Iblock_35 |  -10.36711   8.684764    -1.19   0.233    -27.38894    6.654713
  _Iblock_36 |   8.333025    16.0471     0.52   0.604    -23.11871    39.78476
  _Iblock_37 |   10.31784   10.19627     1.01   0.312    -9.666475    30.30216
  _Iblock_38 |          0  (omitted)
  _Iblock_39 |   -17.7856   15.66053    -1.14   0.256    -48.47968    12.90847
  _Iblock_40 |  -.7109442   10.33332    -0.07   0.945    -20.96389      19.542
  _Iblock_41 |  -3.832613   10.22461    -0.37   0.708    -23.87248    16.20725
  _Iblock_42 |   2.270989   10.06102     0.23   0.821    -17.44825    21.99023
  _Iblock_43 |   -13.1551    15.6059    -0.84   0.399     -43.7421     17.4319
  _Iblock_44 |   2.226595   11.96437     0.19   0.852    -21.22315    25.67634
  _Iblock_45 |  -.4580661   8.655395    -0.05   0.958    -17.42233     16.5062
  _Iblock_46 |  -9.232515   9.337231    -0.99   0.323    -27.53315    9.068121
  _Iblock_47 |  -16.84108   15.62106    -1.08   0.281     -47.4578    13.77564
  _Iblock_48 |   13.24953   8.657813     1.53   0.126    -3.719472    30.21853
  _Iblock_49 |   -15.5191   10.23698    -1.52   0.130     -35.5832    4.545014
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |    -10.655   16.04766    -0.66   0.507    -42.10783    20.79784
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   8.648454   11.84098     0.73   0.465    -14.55944    31.85635
  _Iblock_54 |          0  (omitted)
  _Iblock_55 |  -20.45676   16.04859    -1.27   0.202    -51.91141     10.9979
  _Iblock_56 |    9.65314   12.00324     0.80   0.421    -13.87279    33.17906
  _Iblock_57 |          0  (omitted)
  _Iblock_58 |     10.925   8.248561     1.32   0.185    -5.241885    27.09188
  _Iblock_59 |  -5.381431   15.67022    -0.34   0.731    -36.09451    25.33164
  _Iblock_60 |  -13.92294   16.04149    -0.87   0.385    -45.36368    17.51779
  _Iblock_61 |  -7.651752   9.246559    -0.83   0.408    -25.77467    10.47117
  _Iblock_62 |          0  (omitted)
  _Iblock_63 |    3.11518   10.24923     0.30   0.761    -16.97295     23.2033
  _Iblock_64 |  -1.027613   8.218902    -0.13   0.900    -17.13637    15.08114
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |  -3.790091   16.04859    -0.24   0.813    -35.24474    27.66456
  _Iblock_67 |          0  (omitted)
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |          0  (omitted)
  _Iblock_70 |   9.336868   11.84377     0.79   0.431    -13.87649    32.55022
  _Iblock_71 |          0  (omitted)
  _Iblock_72 |  -.8738782   9.306165    -0.09   0.925    -19.11363    17.36587
  _Iblock_73 |  -.8215744    11.8151    -0.07   0.945    -23.97874    22.33559
  _Iblock_74 |   6.565597   8.150574     0.81   0.421    -9.409234    22.54043
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |  -8.333647    16.0471    -0.52   0.604    -39.78538    23.11809
  _Iblock_77 |          0  (omitted)
  _Iblock_78 |   4.442686   10.13783     0.44   0.661     -15.4271    24.31247
  _Iblock_79 |  -46.90647   15.64293    -3.00   0.003    -77.56604   -16.24689
  _Iblock_80 |  -7.221052     10.162    -0.71   0.477    -27.13821    12.69611
  _Iblock_81 |          0  (omitted)
  _Iblock_82 |   14.70065   12.02218     1.22   0.221    -8.862389    38.26369
  _Iblock_83 |  -1.118936   15.66053    -0.07   0.943    -31.81301    29.57514
  _Iblock_84 |   4.717111   11.84411     0.40   0.690    -18.49691    27.93114
  _Iblock_85 |  -5.940226   7.857793    -0.76   0.450    -21.34122    9.460765
  _Iblock_86 |  -13.54066     16.079    -0.84   0.400    -45.05493     17.9736
  _Iblock_87 |   .8217361   10.19644     0.08   0.936    -19.16293     20.8064
  _Iblock_88 |  -15.86201   16.11672    -0.98   0.325     -47.4502    15.72618
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |  -4.517276   11.86977    -0.38   0.704     -27.7816    18.74705
  _Iblock_91 |  -13.92294   16.04149    -0.87   0.385    -45.36368    17.51779
  _Iblock_92 |  -36.88881   12.02226    -3.07   0.002    -60.45201   -13.32561
  _Iblock_93 |  -7.061587   8.614463    -0.82   0.412    -23.94562    9.822449
  _Iblock_94 |  -25.77707    11.7767    -2.19   0.029    -48.85898   -2.695152
  _Iblock_95 |  -21.16408     7.3757    -2.87   0.004    -35.62019   -6.707977
  _Iblock_96 |  -13.54066     16.079    -0.84   0.400    -45.05493     17.9736
  _Iblock_97 |  -10.85208   6.462226    -1.68   0.093    -23.51781    1.813649
  _Iblock_98 |  -.2390041    10.3668    -0.02   0.982    -20.55756    20.07955
  _Iblock_99 |  -.1496874   7.857528    -0.02   0.985    -15.55016    15.25079
 _Iblock_100 |  -15.10048   8.291232    -1.82   0.069    -31.35099     1.15004
 _Iblock_101 |  -8.333647    16.0471    -0.52   0.604    -39.78538    23.11809
 _Iblock_102 |   28.68566    16.0464     1.79   0.074    -2.764698    60.13603
 _Iblock_103 |   14.38602   11.71508     1.23   0.219    -8.575107    37.34716
 _Iblock_104 |          0  (omitted)
 _Iblock_105 |   7.556269   11.77729     0.64   0.521     -15.5268    30.63934
 _Iblock_106 |  -1.468742   16.01825    -0.09   0.927    -32.86393    29.92645
 _Iblock_107 |  -10.78273   8.636932    -1.25   0.212    -27.71081    6.145341
 _Iblock_108 |   -3.88745   8.208295    -0.47   0.636    -19.97541    12.20051
 _Iblock_109 |  -15.53537   9.251726    -1.68   0.093    -33.66842    2.597685
 _Iblock_110 |  -4.149001   9.198054    -0.45   0.652    -22.17685    13.87885
 _Iblock_111 |    2.24602   7.835902     0.29   0.774    -13.11207    17.60411
 _Iblock_112 |   1.450203   11.88459     0.12   0.903    -21.84317    24.74357
 _Iblock_113 |  -.4932297   9.409363    -0.05   0.958    -18.93524    17.94878
 _Iblock_114 |   11.60097   16.03914     0.72   0.470    -19.83516     43.0371
 _Iblock_115 |   4.777853   12.02226     0.40   0.691    -18.78535    28.34105
 _Iblock_116 |  -2.175213    9.30211    -0.23   0.815    -20.40701    16.05659
 _Iblock_117 |  -71.73237   16.03914    -4.47   0.000    -103.1685   -40.29623
 _Iblock_118 |   9.608636     12.109     0.79   0.427    -14.12457    33.34184
 _Iblock_119 |  -9.976174   15.60715    -0.64   0.523    -40.56562    20.61327
 _Iblock_120 |   3.126001     16.079     0.19   0.846    -28.38826    34.64026
 _Iblock_121 |  -10.49049   12.04056    -0.87   0.384    -34.08955    13.10858
 _Iblock_122 |  -20.50007   8.748682    -2.34   0.019    -37.64717   -3.352971
 _Iblock_123 |    19.4104   16.04149     1.21   0.226    -12.03034    50.85113
 _Iblock_124 |  -2.927811   11.92746    -0.25   0.806     -26.3052    20.44958
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |  -26.90363   16.03013    -1.68   0.093    -58.32211    4.514847
 _Iblock_128 |  -19.25157   12.01164    -1.60   0.109    -42.79395    4.290803
 _Iblock_129 |  -9.853687   7.844358    -1.26   0.209    -25.22835    5.520972
 _Iblock_130 |  -4.657451   8.735847    -0.53   0.594     -21.7794    12.46449
 _Iblock_131 |          0  (omitted)
 _Iblock_132 |   -9.15491   11.81361    -0.77   0.438    -32.30917    13.99935
 _Iblock_133 |  -34.71306    16.0548    -2.16   0.031    -66.17989   -3.246229
 _Iblock_134 |   6.393945   16.08053     0.40   0.691    -25.12331     37.9112
 _Iblock_135 |  -9.976174   15.60715    -0.64   0.523    -40.56562    20.61327
 _Iblock_136 |    19.7602   15.64293     1.26   0.207    -10.89937    50.41978
 _Iblock_137 |   9.269759    8.67474     1.07   0.285     -7.73242    26.27194
 _Iblock_138 |  -4.071346   10.18711    -0.40   0.689    -24.03772    15.89503
 _Iblock_139 |   .8046513   16.11672     0.05   0.960    -30.78354    32.39284
 _Iblock_140 |  -18.13541   16.01825    -1.13   0.258     -49.5306    13.25979
 _Iblock_141 |  -5.381431   15.67022    -0.34   0.731    -36.09451    25.33164
       _cons |   64.53919   8.433095     7.65   0.000     48.01063    81.06775
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4297678   .1005451     4.27   0.000      .232703    .6268326
       _cons |  -.1244507   .0710412    -1.75   0.080    -.2636889    .0147876
-------------+----------------------------------------------------------------
/mills       |
      lambda |   11.03059   7.951666     1.39   0.165    -4.554385    26.61557
-------------+----------------------------------------------------------------
         rho |    0.64842
       sigma |  17.011542
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. ** Treated 
. 
. 
. areg r roma    female cemetary nursery wedding if w2==1 & treated==1 , r a(block)

Linear regression, absorbing indicators            Number of obs     =     626
Absorbed variable: block                           No. of categories =     135
                                                   F(5, 486)         =    6.68
                                                   Prob > F          =  0.0000
                                                   R-squared         =  0.3076
                                                   Adj R-squared     =  0.1096
                                                   Root MSE          = 47.1636

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -16.51633   4.549907    -3.63   0.000    -25.45625   -7.576414
      female |  -15.39833   4.518686    -3.41   0.001    -24.27691   -6.519763
    cemetary |   13.40895   6.231148     2.15   0.032     1.165635    25.65226
     nursery |   2.910864   6.239621     0.47   0.641      -9.3491    15.17083
     wedding |  -.0438462   5.913003    -0.01   0.994    -11.66205    11.57436
       _cons |   64.99325   5.192245    12.52   0.000     54.79123    75.19527
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  append
muni_treat_rob.xls
dir : seeout

. 
. areg help roma     female cemetary nursery wedding if w2==1 & treated==1, r a(block)

Linear regression, absorbing indicators            Number of obs     =     626
Absorbed variable: block                           No. of categories =     135
                                                   F(5, 486)         =    6.68
                                                   Prob > F          =  0.0000
                                                   R-squared         =  0.2795
                                                   Adj R-squared     =  0.0734
                                                   Root MSE          = 38.4222

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -14.73214   3.628653    -4.06   0.000    -21.86193   -7.602358
      female |  -10.91659   3.574963    -3.05   0.002    -17.94089   -3.892301
    cemetary |   11.03851   5.123854     2.15   0.032     .9708702    21.10615
     nursery |  -.8738174   4.939466    -0.18   0.860    -10.57916    8.831528
     wedding |    1.68043   4.947012     0.34   0.734    -8.039742     11.4006
       _cons |   49.21591   4.234855    11.62   0.000     40.89502    57.53679
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma     female cemetary nursery wedding i.block if w2==1 & treated==1, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_3 omitted because of collinearity.
note: _Iblock_5 omitted because of collinearity.
note: _Iblock_6 omitted because of collinearity.
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_8 omitted because of collinearity.
note: _Iblock_11 omitted because of collinearity.
note: _Iblock_14 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_27 omitted because of collinearity.
note: _Iblock_34 omitted because of collinearity.
note: _Iblock_36 omitted because of collinearity.
note: _Iblock_47 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_59 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_83 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_90 omitted because of collinearity.
note: _Iblock_101 omitted because of collinearity.
note: _Iblock_114 omitted because of collinearity.
note: _Iblock_117 omitted because of collinearity.
note: _Iblock_119 omitted because of collinearity.
note: _Iblock_121 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_127 omitted because of collinearity.
note: _Iblock_128 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        626
(regression model with sample selection)              Selected    =        331
                                                      Nonselected =        295

                                                Wald chi2(114)    =     212.42
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -4.062172   2.304506    -1.76   0.078     -8.57892    .4545766
      female |   1.067402    2.26522     0.47   0.637    -3.372347    5.507151
    cemetary |   2.713519   3.171051     0.86   0.392    -3.501626    8.928665
     nursery |  -6.660866   3.262619    -2.04   0.041    -13.05548   -.2662493
     wedding |   2.361172   3.116698     0.76   0.449    -3.747443    8.469786
   _Iblock_2 |   16.25551   10.35603     1.57   0.116    -4.041929    36.55294
   _Iblock_3 |          0  (omitted)
   _Iblock_4 |   19.58625   18.12332     1.08   0.280     -15.9348    55.10731
   _Iblock_5 |          0  (omitted)
   _Iblock_6 |          0  (omitted)
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |          0  (omitted)
   _Iblock_9 |  -3.943427   9.722605    -0.41   0.685    -22.99938    15.11253
  _Iblock_10 |   29.90917   11.37796     2.63   0.009     7.608768    52.20956
  _Iblock_11 |          0  (omitted)
  _Iblock_12 |   21.13519   10.34188     2.04   0.041     .8654708     41.4049
  _Iblock_13 |   5.189884    9.57473     0.54   0.588    -13.57624    23.95601
  _Iblock_14 |          0  (omitted)
  _Iblock_15 |   21.04412   9.570151     2.20   0.028     2.286965    39.80127
  _Iblock_16 |  -28.71446   17.74979    -1.62   0.106    -63.50341    6.074487
  _Iblock_17 |   41.84467   17.64561     2.37   0.018     7.259915    76.42943
  _Iblock_18 |   13.29706   9.756564     1.36   0.173     -5.82545    32.41958
  _Iblock_19 |   13.88866   9.686817     1.43   0.152    -5.097154    32.87447
  _Iblock_20 |   6.794255   11.58956     0.59   0.558    -15.92087    29.50938
  _Iblock_21 |   3.593053   13.29582     0.27   0.787    -22.46628    29.65238
  _Iblock_22 |   17.37416   9.718382     1.79   0.074    -1.673522    36.42183
  _Iblock_23 |   .2043522   17.57058     0.01   0.991    -34.23335    34.64205
  _Iblock_24 |   11.25206   13.28968     0.85   0.397    -14.79523    37.29936
  _Iblock_25 |   17.91542   13.70822     1.31   0.191    -8.952188    44.78304
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |          0  (omitted)
  _Iblock_28 |   43.02861   18.28724     2.35   0.019      7.18628    78.87094
  _Iblock_29 |   36.25121   17.71548     2.05   0.041     1.529501    70.97291
  _Iblock_30 |   22.26513   9.805714     2.27   0.023     3.046283    41.48398
  _Iblock_31 |   -30.0614   18.20428    -1.65   0.099    -65.74114    5.618334
  _Iblock_32 |   2.919581   18.12332     0.16   0.872    -32.60147    38.44063
  _Iblock_33 |   13.36137   18.20845     0.73   0.463    -22.32654    49.04928
  _Iblock_34 |          0  (omitted)
  _Iblock_35 |     12.535   10.32535     1.21   0.225    -7.702324    32.77232
  _Iblock_36 |          0  (omitted)
  _Iblock_37 |     26.978   13.35903     2.02   0.043     .7947889    53.16121
  _Iblock_38 |   .2043522   17.57058     0.01   0.991    -34.23335    34.64205
  _Iblock_39 |   9.089141   10.53594     0.86   0.388    -11.56093    29.73921
  _Iblock_40 |   5.912641   17.78664     0.33   0.740    -28.94852    40.77381
  _Iblock_41 |   16.38249    13.6218     1.20   0.229    -10.31574    43.08072
  _Iblock_42 |   25.77475   9.292499     2.77   0.006     7.561791    43.98772
  _Iblock_43 |  -3.754145   13.70173    -0.27   0.784    -30.60904    23.10075
  _Iblock_44 |   17.57529   9.254291     1.90   0.058    -.5627855    35.71337
  _Iblock_45 |   37.82767   13.60555     2.78   0.005     11.16128    64.49406
  _Iblock_46 |   10.48605   11.63056     0.90   0.367    -12.30943    33.28153
  _Iblock_47 |          0  (omitted)
  _Iblock_48 |   12.85083   10.38242     1.24   0.216    -7.498351        33.2
  _Iblock_49 |   6.769048   10.37697     0.65   0.514    -13.56943    27.10753
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |   21.61648   13.28522     1.63   0.104    -4.422069    47.65504
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   .0203868   11.63662     0.00   0.999    -22.78697    22.82775
  _Iblock_54 |  -.8630497    17.6037    -0.05   0.961    -35.36567    33.63958
  _Iblock_55 |   41.84467   17.64561     2.37   0.018     7.259915    76.42943
  _Iblock_56 |  -19.45711   11.44754    -1.70   0.089    -41.89388    2.979659
  _Iblock_57 |   8.049155    18.1672     0.44   0.658    -27.55791    43.65622
  _Iblock_58 |   20.44424   8.193791     2.50   0.013     4.384705    36.50378
  _Iblock_59 |          0  (omitted)
  _Iblock_60 |  -33.64386   18.27892    -1.84   0.066    -69.46988    2.182165
  _Iblock_61 |   10.32899   10.39544     0.99   0.320    -10.04569    30.70367
  _Iblock_62 |   49.68947   18.27892     2.72   0.007     13.86345     85.5155
  _Iblock_63 |   16.35614   18.27892     0.89   0.371    -19.46989    52.18216
  _Iblock_64 |   29.97532   11.52322     2.60   0.009      7.39023    52.56041
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |   36.60526   18.20428     2.01   0.044     .9255279      72.285
  _Iblock_67 |   30.30758   17.75812     1.71   0.088    -4.497687    65.11285
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |  -2.709193   13.38437    -0.20   0.840    -28.94208    23.52369
  _Iblock_70 |   20.94215     13.454     1.56   0.120    -5.427211    47.31152
  _Iblock_71 |  -2.606272   11.77205    -0.22   0.825    -25.67906    20.46652
  _Iblock_72 |   35.11885   10.51426     3.34   0.001     14.51127    55.72642
  _Iblock_73 |   7.515454    13.5891     0.55   0.580     -19.1187    34.14961
  _Iblock_74 |   7.257087   10.31979     0.70   0.482    -12.96933    27.48351
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |   36.60526   18.20428     2.01   0.044     .9255279      72.285
  _Iblock_77 |   23.82374   13.45956     1.77   0.077    -2.556521      50.204
  _Iblock_78 |   6.700502   18.22613     0.37   0.713    -29.02206    42.42307
  _Iblock_79 |   22.32636   13.41289     1.66   0.096    -3.962428    48.61515
  _Iblock_80 |   15.50163   11.42304     1.36   0.175    -6.887118    37.89038
  _Iblock_81 |   28.96064   18.17217     1.59   0.111    -6.656169    64.57745
  _Iblock_82 |  -12.48591   10.37065    -1.20   0.229    -32.81202    7.840199
  _Iblock_83 |          0  (omitted)
  _Iblock_84 |    4.15521   11.46342     0.36   0.717    -18.31268     26.6231
  _Iblock_85 |   4.033033   8.907354     0.45   0.651    -13.42506    21.49113
  _Iblock_86 |  -25.72741   13.32759    -1.93   0.054      -51.849    .3941744
  _Iblock_87 |   6.980043   17.79009     0.39   0.695    -27.88789    41.84798
  _Iblock_88 |   12.29397   18.17217     0.68   0.499    -23.32284    47.91077
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |          0  (omitted)
  _Iblock_91 |  -12.32733   18.21605    -0.68   0.499    -48.03013    23.37546
  _Iblock_92 |   5.660542   13.47927     0.42   0.675    -20.75835    32.07943
  _Iblock_93 |   30.25578    10.4308     2.90   0.004     9.811789    50.69976
  _Iblock_94 |   4.900952    11.4616     0.43   0.669    -17.56336    27.36527
  _Iblock_95 |    17.3046   7.709819     2.24   0.025     2.193634    32.41557
  _Iblock_96 |    45.6273   18.17217     2.51   0.012     10.01049    81.24411
  _Iblock_97 |   19.10716   7.037332     2.72   0.007     5.314239    32.90007
  _Iblock_98 |   36.25292   18.12332     2.00   0.045     .7318645    71.77397
  _Iblock_99 |   23.69323   10.35519     2.29   0.022      3.39743    43.98902
 _Iblock_100 |   10.36869   9.682445     1.07   0.284    -8.608549    29.34594
 _Iblock_101 |          0  (omitted)
 _Iblock_102 |   6.425333   13.32216     0.48   0.630    -19.68562    32.53628
 _Iblock_103 |   28.96064   18.17217     1.59   0.111    -6.656169    64.57745
 _Iblock_104 |   18.51714   17.70481     1.05   0.296    -16.18365    53.21793
 _Iblock_105 |   25.34084   13.51266     1.88   0.061    -1.143484    51.82517
 _Iblock_106 |   5.633101   18.19836     0.31   0.757    -30.03502    41.30123
 _Iblock_107 |   21.41299   11.42275     1.87   0.061    -.9751831    43.80116
 _Iblock_108 |   10.04608   8.731931     1.15   0.250    -7.068186    27.16036
 _Iblock_109 |    12.9597   10.31545     1.26   0.209    -7.258203    33.17761
 _Iblock_110 |   .0321562   11.36976     0.00   0.998    -22.25217    22.31648
 _Iblock_111 |   23.60901   11.36668     2.08   0.038     1.330731    45.88728
 _Iblock_112 |  -16.10996   17.68396    -0.91   0.362     -50.7699    18.54997
 _Iblock_113 |   17.30255     10.474     1.65   0.099    -3.226124    37.83122
 _Iblock_114 |          0  (omitted)
 _Iblock_115 |   36.60526   18.20428     2.01   0.044     .9255279      72.285
 _Iblock_116 |    6.58597   11.36038     0.58   0.562    -15.67996     28.8519
 _Iblock_117 |          0  (omitted)
 _Iblock_118 |   3.234674   13.25352     0.24   0.807    -22.74175     29.2111
 _Iblock_119 |          0  (omitted)
 _Iblock_120 |   27.06932   13.43207     2.02   0.044     .7429455    53.39569
 _Iblock_121 |          0  (omitted)
 _Iblock_122 |  -1.340826   8.219836    -0.16   0.870    -17.45141    14.76976
 _Iblock_123 |   8.401503   18.28922     0.46   0.646    -27.44471    44.24772
 _Iblock_124 |   5.125986   13.35539     0.38   0.701     -21.0501    31.30208
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |          0  (omitted)
 _Iblock_128 |          0  (omitted)
 _Iblock_129 |  -.7398952   8.417286    -0.09   0.930    -17.23747    15.75768
 _Iblock_130 |   33.35504    9.62019     3.47   0.001     14.49982    52.21027
 _Iblock_131 |   50.75688   18.30802     2.77   0.006     14.87382    86.63994
 _Iblock_132 |   40.31509   18.18884     2.22   0.027     4.665625    75.96455
 _Iblock_133 |  -11.03356   18.19836    -0.61   0.544    -46.70169    24.63456
 _Iblock_134 |   20.43589   13.27735     1.54   0.124    -5.587235    46.45902
 _Iblock_135 |   35.18381   17.70481     1.99   0.047     .4830141     69.8846
 _Iblock_136 |   40.17446   13.47816     2.98   0.003     13.75775    66.59118
 _Iblock_137 |   7.214489   8.224577     0.88   0.380    -8.905386    23.33436
 _Iblock_138 |   26.24541   17.66504     1.49   0.137    -8.377429    60.86825
 _Iblock_139 |   26.30367     13.338     1.97   0.049     .1616748    52.44567
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   25.06817   18.28922     1.37   0.170    -10.77804    60.91439
       _cons |    50.2365   9.504496     5.29   0.000     31.60804    68.86497
-------------+----------------------------------------------------------------
select       |
 followed_up |   .3970302   .1010176     3.93   0.000     .1990393    .5950211
       _cons |  -.1236564   .0708128    -1.75   0.081     -.262447    .0151341
-------------+----------------------------------------------------------------
/mills       |
      lambda |   15.38569   9.912599     1.55   0.121    -4.042646    34.81403
-------------+----------------------------------------------------------------
         rho |    0.74669
       sigma |  20.605279
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma     female cemetary nursery wedding  i.block if w2==1 & treated==1, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_3 omitted because of collinearity.
note: _Iblock_5 omitted because of collinearity.
note: _Iblock_6 omitted because of collinearity.
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_8 omitted because of collinearity.
note: _Iblock_11 omitted because of collinearity.
note: _Iblock_14 omitted because of collinearity.
note: _Iblock_26 omitted because of collinearity.
note: _Iblock_27 omitted because of collinearity.
note: _Iblock_34 omitted because of collinearity.
note: _Iblock_36 omitted because of collinearity.
note: _Iblock_47 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_59 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_83 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_90 omitted because of collinearity.
note: _Iblock_101 omitted because of collinearity.
note: _Iblock_114 omitted because of collinearity.
note: _Iblock_117 omitted because of collinearity.
note: _Iblock_119 omitted because of collinearity.
note: _Iblock_121 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.
note: _Iblock_127 omitted because of collinearity.
note: _Iblock_128 omitted because of collinearity.
note: _Iblock_140 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =        626
(regression model with sample selection)              Selected    =        331
                                                      Nonselected =        295

                                                Wald chi2(114)    =     182.07
                                                Prob > chi2       =     0.0001

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |   -2.14056   1.981642    -1.08   0.280    -6.024506    1.743386
      female |  -1.023455   1.947894    -0.53   0.599    -4.841257    2.794347
    cemetary |  -6.412827   2.726783    -2.35   0.019    -11.75722    -1.06843
     nursery |  -10.43423   2.805587    -3.72   0.000    -15.93308   -4.935384
     wedding |  -7.037202   2.679996    -2.63   0.009     -12.2899   -1.784507
   _Iblock_2 |   10.69945   8.905071     1.20   0.230    -6.754169    28.15307
   _Iblock_3 |          0  (omitted)
   _Iblock_4 |   15.08576   15.58116     0.97   0.333    -15.45276    45.62428
   _Iblock_5 |          0  (omitted)
   _Iblock_6 |          0  (omitted)
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |          0  (omitted)
   _Iblock_9 |  -16.36788   8.360023    -1.96   0.050    -32.75323    .0174596
  _Iblock_10 |   4.764727   9.784539     0.49   0.626    -14.41262    23.94207
  _Iblock_11 |          0  (omitted)
  _Iblock_12 |  -.7266878   8.892883    -0.08   0.935    -18.15642    16.70304
  _Iblock_13 |   3.240873   8.233445     0.39   0.694    -12.89638    19.37813
  _Iblock_14 |          0  (omitted)
  _Iblock_15 |  -3.853904   8.229503    -0.47   0.640    -19.98343    12.27563
  _Iblock_16 |  -19.73662   15.26688    -1.29   0.196    -49.65916    10.18591
  _Iblock_17 |   15.87664   15.17735     1.05   0.296    -13.87042     45.6237
  _Iblock_18 |  -11.67914   8.388809    -1.39   0.164     -28.1209    4.762623
  _Iblock_19 |   1.925095   8.329819     0.23   0.817    -14.40105    18.25124
  _Iblock_20 |   -5.82491   9.964067    -0.58   0.559    -25.35412     13.7043
  _Iblock_21 |   14.02905   11.43323     1.23   0.220    -8.379669    36.43777
  _Iblock_22 |  -5.576376   8.355938    -0.67   0.505    -21.95371    10.80096
  _Iblock_23 |   27.49844    15.1129     1.82   0.069     -2.12229    57.11917
  _Iblock_24 |  -15.24765   11.42789    -1.33   0.182     -37.6459    7.150607
  _Iblock_25 |   -20.0247   11.78548    -1.70   0.089    -43.12382    3.074427
  _Iblock_26 |          0  (omitted)
  _Iblock_27 |          0  (omitted)
  _Iblock_28 |   27.48016   15.72211     1.75   0.080    -3.334604    58.29492
  _Iblock_29 |  -28.91439   15.23742    -1.90   0.058    -58.77919    .9504128
  _Iblock_30 |  -9.548947   8.431051    -1.13   0.257     -26.0735    6.975609
  _Iblock_31 |   -17.6232   15.65077    -1.13   0.260    -48.29814    13.05174
  _Iblock_32 |  -1.580912   15.58116    -0.10   0.919    -32.11943    28.95761
  _Iblock_33 |    1.41704   15.65433     0.09   0.928    -29.26489    32.09897
  _Iblock_34 |          0  (omitted)
  _Iblock_35 |   -.470824   8.878662    -0.05   0.958    -17.87268    16.93103
  _Iblock_36 |          0  (omitted)
  _Iblock_37 |   8.776696   11.48756     0.76   0.445     -13.7385    31.29189
  _Iblock_38 |   27.49844    15.1129     1.82   0.069     -2.12229    57.11917
  _Iblock_39 |   6.224462    9.05972     0.69   0.492    -11.53226    23.98119
  _Iblock_40 |  -25.75037   15.29859    -1.68   0.092    -55.73505    4.234311
  _Iblock_41 |  -17.13047   11.71121    -1.46   0.144    -40.08401     5.82307
  _Iblock_42 |   6.954876   7.989995     0.87   0.384    -8.705226    22.61498
  _Iblock_43 |  -6.474247   11.77989    -0.55   0.583     -29.5624    16.61391
  _Iblock_44 |  -2.731574   7.956874    -0.34   0.731    -18.32676    12.86361
  _Iblock_45 |   26.92877   11.69721     2.30   0.021     4.002662    49.85488
  _Iblock_46 |  -1.425187   9.999287    -0.14   0.887    -21.02343    18.17306
  _Iblock_47 |          0  (omitted)
  _Iblock_48 |  -4.201132    8.92848    -0.47   0.638    -21.70063    13.29837
  _Iblock_49 |  -6.852933   8.923825    -0.77   0.443    -24.34331    10.63744
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |  -14.17737   11.42406    -1.24   0.215    -36.56812    8.213385
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |  -1.474593   10.00454    -0.15   0.883    -21.08313    18.13394
  _Iblock_54 |   -4.81144   15.14137    -0.32   0.751    -34.48798     24.8651
  _Iblock_55 |  -.7900329   15.17735    -0.05   0.958    -30.53709    28.95703
  _Iblock_56 |  -5.919978   9.843129    -0.60   0.548    -25.21216     13.3722
  _Iblock_57 |  -.4638066   15.61888    -0.03   0.976    -31.07625    30.14863
  _Iblock_58 |   12.94504   7.045676     1.84   0.066    -.8642255    26.75432
  _Iblock_59 |          0  (omitted)
  _Iblock_60 |  -12.08561   15.71494    -0.77   0.442    -42.88632     18.7151
  _Iblock_61 |  -5.292266   8.938257    -0.59   0.554    -22.81093     12.2264
  _Iblock_62 |  -28.75228   15.71494    -1.83   0.067    -59.55298    2.048432
  _Iblock_63 |   4.581056   15.71494     0.29   0.771    -26.21965    35.38176
  _Iblock_64 |   4.131831   9.909336     0.42   0.677    -15.29011    23.55377
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |    32.3768   15.65077     2.07   0.039      1.70186    63.05174
  _Iblock_67 |  -16.33959   15.27402    -1.07   0.285    -46.27613    13.59695
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |   6.765993   11.50936     0.59   0.557    -15.79194    29.32393
  _Iblock_70 |  -18.45406    11.5692    -1.60   0.111    -41.12928    4.221157
  _Iblock_71 |  -8.344702   10.12095    -0.82   0.410     -28.1814      11.492
  _Iblock_72 |  -2.786463   9.041081    -0.31   0.758    -20.50666    14.93373
  _Iblock_73 |  -8.285411    11.6831    -0.71   0.478    -31.18387    14.61305
  _Iblock_74 |  -11.72226   8.874657    -1.32   0.187    -29.11627    5.671744
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |  -.9565359   15.65077    -0.06   0.951    -31.63148     29.7184
  _Iblock_77 |   -12.7949   11.57395    -1.11   0.269    -35.47942    9.889623
  _Iblock_78 |  -25.68386   15.66955    -1.64   0.101    -56.39562    5.027903
  _Iblock_79 |   10.62309    11.5338     0.92   0.357    -11.98275    33.22893
  _Iblock_80 |   1.340687   9.822126     0.14   0.891    -17.91033     20.5917
  _Iblock_81 |   19.10717   15.62314     1.22   0.221    -11.51362    49.72796
  _Iblock_82 |  -20.33944   8.917622    -2.28   0.023    -37.81766   -2.861226
  _Iblock_83 |          0  (omitted)
  _Iblock_84 |  -9.078929   9.859222    -0.92   0.357    -28.40265    10.24479
  _Iblock_85 |  -2.386432   7.658514    -0.31   0.755    -17.39684    12.62398
  _Iblock_86 |  -29.90361    11.4605    -2.61   0.009    -52.36578   -7.441441
  _Iblock_87 |  -26.77383   15.30153    -1.75   0.080    -56.76427    3.216621
  _Iblock_88 |   35.77383   15.62314     2.29   0.022      5.15304    66.39462
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |          0  (omitted)
  _Iblock_91 |  -18.64666   15.66089    -1.19   0.234    -49.34143    12.04812
  _Iblock_92 |  -.7101713   11.58863    -0.06   0.951    -23.42346    22.00312
  _Iblock_93 |   -2.46936   8.968615    -0.28   0.783    -20.04752     15.1088
  _Iblock_94 |  -1.109159   9.855253    -0.11   0.910     -20.4251    18.20678
  _Iblock_95 |   1.480949   6.629394     0.22   0.823    -11.51243    14.47432
  _Iblock_96 |  -14.22617   15.62314    -0.91   0.363    -44.84696    16.39462
  _Iblock_97 |    3.84536   6.050956     0.64   0.525    -8.014296    15.70502
  _Iblock_98 |  -1.580912   15.58116    -0.10   0.919    -32.11943    28.95761
  _Iblock_99 |  -8.749485   8.904343    -0.98   0.326    -26.20168    8.702707
 _Iblock_100 |    6.40493   8.327157     0.77   0.442    -9.915998    22.72586
 _Iblock_101 |          0  (omitted)
 _Iblock_102 |   23.61499   11.45583     2.06   0.039     1.161987      46.068
 _Iblock_103 |   2.440496   15.62314     0.16   0.876     -28.1803    33.06129
 _Iblock_104 |  -27.89093   15.22825    -1.83   0.067    -57.73776    1.955897
 _Iblock_105 |  -.5936633   11.61735    -0.05   0.959    -23.36324    22.17592
 _Iblock_106 |   8.672934   15.64567     0.55   0.579    -21.99201    39.33788
 _Iblock_107 |   .9995357   9.821873     0.10   0.919    -18.25098    20.25005
 _Iblock_108 |  -4.018021   7.508247    -0.54   0.593    -18.73391    10.69787
 _Iblock_109 |    -4.3406   8.870195    -0.49   0.625    -21.72586    13.04466
 _Iblock_110 |  -17.02962   9.778738    -1.74   0.082     -36.1956    2.136352
 _Iblock_111 |   3.906167   9.774773     0.40   0.689    -15.25204    23.06437
 _Iblock_112 |  -38.54385   15.21033    -2.53   0.011    -68.35555   -8.732153
 _Iblock_113 |   .1382558   9.006463     0.02   0.988    -17.51409     17.7906
 _Iblock_114 |          0  (omitted)
 _Iblock_115 |  -.9565359   15.65077    -0.06   0.951    -31.63148     29.7184
 _Iblock_116 |   .6917139   9.770661     0.07   0.944    -18.45843    19.84186
 _Iblock_117 |          0  (omitted)
 _Iblock_118 |  -15.48045    11.3992    -1.36   0.174    -37.82247    6.861578
 _Iblock_119 |          0  (omitted)
 _Iblock_120 |  -7.508101   11.55033    -0.65   0.516    -30.14634    15.13014
 _Iblock_121 |          0  (omitted)
 _Iblock_122 |  -11.20933     7.0681    -1.59   0.113    -25.06255    2.643891
 _Iblock_123 |   -16.5061   15.72378    -1.05   0.294    -47.32414    14.31195
 _Iblock_124 |  -13.86518   11.48442    -1.21   0.227    -36.37423    8.643869
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |          0  (omitted)
 _Iblock_128 |          0  (omitted)
 _Iblock_129 |  -1.481304   7.237809    -0.20   0.838    -15.66715    12.70454
 _Iblock_130 |   7.523549   8.272025     0.91   0.363    -8.689322    23.73642
 _Iblock_131 |   3.557601   15.73994     0.23   0.821    -27.29211    34.40731
 _Iblock_132 |   .5596487   15.63751     0.04   0.971     -30.0893     31.2086
 _Iblock_133 |  -41.32707   15.64567    -2.64   0.008    -71.99202   -10.66212
 _Iblock_134 |  -10.65877   11.41732    -0.93   0.351     -33.0363    11.71876
 _Iblock_135 |  -11.22427   15.22825    -0.74   0.461    -41.07109    18.62256
 _Iblock_136 |  -4.228772   11.58767    -0.36   0.715     -26.9402    18.48265
 _Iblock_137 |  -10.55769   7.072188    -1.49   0.135    -24.41893    3.303539
 _Iblock_138 |  -1.813488   15.19405    -0.12   0.905    -31.59327    27.96629
 _Iblock_139 |   12.83333   11.46945     1.12   0.263    -9.646383    35.31305
 _Iblock_140 |          0  (omitted)
 _Iblock_141 |   .1605691   15.72378     0.01   0.992    -30.65748    30.97862
       _cons |   67.37431   8.167276     8.25   0.000     51.36675    83.38188
-------------+----------------------------------------------------------------
select       |
 followed_up |   .3970302   .1010176     3.93   0.000     .1990393    .5950211
       _cons |  -.1236564   .0708128    -1.75   0.081     -.262447    .0151341
-------------+----------------------------------------------------------------
/mills       |
      lambda |   13.14004   8.515225     1.54   0.123    -3.549497    29.82957
-------------+----------------------------------------------------------------
         rho |    0.74332
       sigma |  17.677434
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. ** Treated vs. control
. 
. 
. areg r roma treated treated_roma  female cemetary nursery wedding if w2==1 , r a(block)

Linear regression, absorbing indicators            Number of obs     =   1,260
Absorbed variable: block                           No. of categories =     141
                                                   F(7, 1112)        =    9.59
                                                   Prob > F          =  0.0000
                                                   R-squared         =  0.1825
                                                   Adj R-squared     =  0.0745
                                                   Root MSE          = 48.0553

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -17.53357   4.141095    -4.23   0.000    -25.65881   -9.408331
     treated |   .4405459   3.907501     0.11   0.910    -7.226361    8.107453
treated_roma |   1.356434   5.832731     0.23   0.816    -10.08797    12.80083
      female |  -6.626573    2.88345    -2.30   0.022    -12.28419    -.968957
    cemetary |   17.96692   4.065815     4.42   0.000     9.989389    25.94446
     nursery |   1.421654    4.06347     0.35   0.727     -6.55128    9.394587
     wedding |    3.57179    3.98051     0.90   0.370    -4.238366    11.38195
       _cons |   58.43573    3.93567    14.85   0.000     50.71355     66.1579
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br  append
muni_treat_rob.xls
dir : seeout

. 
. areg help roma  treated treated_roma  female cemetary nursery wedding if w2==1 , r a(block)

Linear regression, absorbing indicators            Number of obs     =   1,260
Absorbed variable: block                           No. of categories =     141
                                                   F(7, 1112)        =   10.85
                                                   Prob > F          =  0.0000
                                                   R-squared         =  0.1847
                                                   Adj R-squared     =  0.0769
                                                   Root MSE          = 38.1087

------------------------------------------------------------------------------
             |               Robust
        help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -14.75466   3.230679    -4.57   0.000    -21.09357   -8.415741
     treated |    .583004   3.187767     0.18   0.855    -5.671713    6.837721
treated_roma |   .1437014   4.602627     0.03   0.975    -8.887112    9.174515
      female |  -3.365502   2.290216    -1.47   0.142    -7.859135     1.12813
    cemetary |   13.97636   3.236566     4.32   0.000     7.625896    20.32682
     nursery |  -1.106267   3.149124    -0.35   0.725    -7.285162    5.072629
     wedding |   2.972383   3.207491     0.93   0.354    -3.321034    9.265799
       _cons |   43.81876   3.149078    13.91   0.000     37.63996    49.99757
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman help_narrow roma  treated treated_roma  female cemetary nursery wedding i.block if w2==1 , two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =      1,260
(regression model with sample selection)              Selected    =        671
                                                      Nonselected =        589

                                                Wald chi2(138)    =     253.23
                                                Prob > chi2       =     0.0000

------------------------------------------------------------------------------
 help_narrow | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
help_narrow  |
        roma |  -5.559857   2.253638    -2.47   0.014    -9.976906   -1.142809
     treated |   1.718427   1.950183     0.88   0.378    -2.103861    5.540714
treated_roma |  -.4217465   3.178883    -0.13   0.894    -6.652244    5.808751
      female |   1.949079   1.502284     1.30   0.194     -.995343    4.893501
    cemetary |   2.406813   2.100805     1.15   0.252    -1.710689    6.524315
     nursery |  -6.554023   2.258131    -2.90   0.004    -10.97988   -2.128167
     wedding |   1.734783   2.186391     0.79   0.428    -2.550466    6.020031
   _Iblock_2 |   10.93041   10.02873     1.09   0.276    -8.725542    30.58636
   _Iblock_3 |   15.89738   18.43557     0.86   0.389    -20.23567    52.03043
   _Iblock_4 |     7.0488   13.43372     0.52   0.600    -19.28081    33.37841
   _Iblock_5 |  -20.03967   18.46965    -1.09   0.278    -56.23951    16.16017
   _Iblock_6 |   15.83909   18.44377     0.86   0.390    -20.31004    51.98822
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |   5.784731   18.44956     0.31   0.754    -30.37575    41.94521
   _Iblock_9 |  -1.075558   6.793556    -0.16   0.874    -14.39068    12.23957
  _Iblock_10 |   7.292918   8.153011     0.89   0.371    -8.686691    23.27253
  _Iblock_11 |  -.7692925   18.43557    -0.04   0.967    -36.90235    35.36376
  _Iblock_12 |   16.87328   7.504415     2.25   0.025     2.164898    31.58166
  _Iblock_13 |   9.291147   7.507891     1.24   0.216    -5.424048    24.00634
  _Iblock_14 |   21.45724   18.46129     1.16   0.245    -14.72622    57.64069
  _Iblock_15 |   13.73026   7.248517     1.89   0.058    -.4765738    27.93709
  _Iblock_16 |  -13.64984   13.40755    -1.02   0.309    -39.92815    12.62846
  _Iblock_17 |    22.3374   10.06099     2.22   0.026     2.618229    42.05657
  _Iblock_18 |   7.522795   8.149128     0.92   0.356    -8.449202    23.49479
  _Iblock_19 |   4.209011   7.509362     0.56   0.575    -10.50907    18.92709
  _Iblock_20 |   11.99653   7.801846     1.54   0.124    -3.294808    27.28787
  _Iblock_21 |  -1.290585   10.03891    -0.13   0.898    -20.96648    18.38531
  _Iblock_22 |   12.89133    6.89833     1.87   0.062    -.6291428    26.41181
  _Iblock_23 |  -2.115385   13.42258    -0.16   0.875    -28.42316    24.19239
  _Iblock_24 |   5.587605   13.40739     0.42   0.677     -20.6904    31.86561
  _Iblock_25 |   13.21852    9.21186     1.43   0.151    -4.836392    31.27343
  _Iblock_26 |  -3.234396   18.41581    -0.18   0.861    -39.32872    32.85993
  _Iblock_27 |   36.92274   13.49206     2.74   0.006      10.4788    63.36669
  _Iblock_28 |   32.43078   10.02808     3.23   0.001     12.77611    52.08546
  _Iblock_29 |    23.4495    13.3958     1.75   0.080    -2.805785    49.70479
  _Iblock_30 |   17.79042    7.53125     2.36   0.018     3.029439     32.5514
  _Iblock_31 |  -37.55583   18.42203    -2.04   0.041    -73.66235   -1.449314
  _Iblock_32 |  -.9485202   13.40598    -0.07   0.944    -27.22376    25.32672
  _Iblock_33 |   5.144962    13.4095     0.38   0.701    -21.13718     31.4271
  _Iblock_34 |     46.627   18.46965     2.52   0.012     10.42716    82.82684
  _Iblock_35 |   12.64366   7.499133     1.69   0.092     -2.05437    27.34169
  _Iblock_36 |  -.5549964   18.45158    -0.03   0.976    -36.71942    35.60943
  _Iblock_37 |   14.74976   9.226343     1.60   0.110    -3.333538    32.83306
  _Iblock_38 |  -3.003743   18.41772    -0.16   0.870    -39.10181    33.09432
  _Iblock_39 |    5.41304   9.275875     0.58   0.560    -12.76734    23.59342
  _Iblock_40 |     7.2482   10.01174     0.72   0.469    -12.37445    26.87085
  _Iblock_41 |  -.9830312   9.230457    -0.11   0.915    -19.07439    17.10833
  _Iblock_42 |    22.5147   7.568531     2.97   0.003     7.680654    37.34875
  _Iblock_43 |   4.959196   11.30179     0.44   0.661     -17.1919    27.11029
  _Iblock_44 |   12.82233   7.818828     1.64   0.101    -2.502289    28.14695
  _Iblock_45 |   16.95867   8.197408     2.07   0.039     .8920451    33.02529
  _Iblock_46 |   1.605564   8.192292     0.20   0.845    -14.45103    17.66216
  _Iblock_47 |  -19.22903   18.44677    -1.04   0.297    -55.38403    16.92597
  _Iblock_48 |   11.97799   7.505871     1.60   0.111    -2.733253    26.68922
  _Iblock_49 |   6.848712     8.1956     0.84   0.403    -9.214369    22.91179
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |   12.29309   11.24187     1.09   0.274    -9.740581    34.32676
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   4.787641   9.197143     0.52   0.603    -13.23843    22.81371
  _Iblock_54 |  -4.952822   18.41546    -0.27   0.788    -41.04646    31.14082
  _Iblock_55 |   19.86255   13.40556     1.48   0.138    -6.411869    46.13697
  _Iblock_56 |  -10.85997   9.181137    -1.18   0.237    -28.85467    7.134727
  _Iblock_57 |    3.03615   18.43757     0.16   0.869    -33.10083    39.17313
  _Iblock_58 |   17.44675   6.500337     2.68   0.007     4.706323    30.18718
  _Iblock_59 |   22.39311   18.45449     1.21   0.225    -13.77702    58.56324
  _Iblock_60 |  -12.89475   13.46137    -0.96   0.338    -39.27855    13.48906
  _Iblock_61 |   3.968114    7.79167     0.51   0.611    -11.30328    19.23951
  _Iblock_62 |   43.38124   18.48981     2.35   0.019     7.141876    79.62061
  _Iblock_63 |   23.79492   10.07673     2.36   0.018     4.044887    43.54496
  _Iblock_64 |   14.42495   7.553135     1.91   0.056    -.3789188    29.22883
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |   15.74729    13.4196     1.17   0.241    -10.55464    42.04922
  _Iblock_67 |   28.60537   18.49488     1.55   0.122    -7.643922    64.85466
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |  -6.300866   13.48959    -0.47   0.640    -32.73998    20.13824
  _Iblock_70 |   23.06426   10.01484     2.30   0.021     3.435534    42.69299
  _Iblock_71 |  -8.082307   11.41193    -0.71   0.479    -30.44928    14.28467
  _Iblock_72 |   26.02343   7.858213     3.31   0.001     10.62162    41.42525
  _Iblock_73 |   4.250125   10.04972     0.42   0.672    -15.44695     23.9472
  _Iblock_74 |   10.25643   7.275578     1.41   0.159    -4.003436     24.5163
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |   30.94459   13.45694     2.30   0.021     4.569472     57.3197
  _Iblock_77 |   20.23856   13.48024     1.50   0.133    -6.182226    46.65934
  _Iblock_78 |   9.116634   10.03351     0.91   0.364    -10.54868    28.78195
  _Iblock_79 |   2.036252   11.28281     0.18   0.857    -20.07766    24.15016
  _Iblock_80 |   -1.27955   8.611422    -0.15   0.882    -18.15763    15.59853
  _Iblock_81 |   20.73298   18.42435     1.13   0.260    -15.37808    56.84403
  _Iblock_82 |  -5.134528   8.588843    -0.60   0.550    -21.96835     11.6993
  _Iblock_83 |   4.274541    18.4528     0.23   0.817    -31.89228    40.44136
  _Iblock_84 |   6.451919   9.213786     0.70   0.484    -11.60677    24.51061
  _Iblock_85 |  -.4336808   6.616922    -0.07   0.948    -13.40261    12.53525
  _Iblock_86 |  -29.59894   11.28223    -2.62   0.009    -51.71171   -7.486164
  _Iblock_87 |   13.60919   10.02682     1.36   0.175    -6.043016     33.2614
  _Iblock_88 |   -8.96122   13.48193    -0.66   0.506    -35.38531    17.46287
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |   8.280571    13.4489     0.62   0.538    -18.07878    34.63992
  _Iblock_91 |   5.944587   13.45694     0.44   0.659    -20.43053     32.3197
  _Iblock_92 |  -6.888791    10.0211    -0.69   0.492    -26.52978     12.7522
  _Iblock_93 |   17.30119   7.504951     2.31   0.021      2.59176    32.01063
  _Iblock_94 |  -10.18635   9.182497    -1.11   0.267    -28.18371    7.811018
  _Iblock_95 |   5.450455   6.005322     0.91   0.364    -6.319758    17.22067
  _Iblock_96 |   22.56672   13.46273     1.68   0.094    -3.819738    48.95319
  _Iblock_97 |    10.6452   5.347065     1.99   0.046     .1651483    21.12526
  _Iblock_98 |   28.84092   10.02947     2.88   0.004     9.183525    48.49831
  _Iblock_99 |   9.832147   7.082007     1.39   0.165    -4.048331    23.71262
 _Iblock_100 |   4.266289   7.076215     0.60   0.547    -9.602836    18.13542
 _Iblock_101 |  -.5549964   18.45158    -0.03   0.976    -36.71942    35.60943
 _Iblock_102 |   .9714593   11.25677     0.09   0.931    -21.09141    23.03433
 _Iblock_103 |    22.2951   11.25627     1.98   0.048     .2332091    44.35699
 _Iblock_104 |   14.12066     18.431     0.77   0.444    -22.00343    50.24476
 _Iblock_105 |   18.47847   9.999742     1.85   0.065    -1.120662    38.07761
 _Iblock_106 |  -1.857373   13.39124    -0.14   0.890    -28.10373    24.38898
 _Iblock_107 |     2.4966   7.779221     0.32   0.748    -12.75039    17.74359
 _Iblock_108 |   5.660894   6.732787     0.84   0.400    -7.535125    18.85691
 _Iblock_109 |   4.430968   7.785997     0.57   0.569    -10.82931    19.69124
 _Iblock_110 |   9.183682   8.149498     1.13   0.260    -6.789039     25.1564
 _Iblock_111 |   21.53717   7.273412     2.96   0.003     7.281545     35.7928
 _Iblock_112 |   4.494772   11.24899     0.40   0.689    -17.55284    26.54239
 _Iblock_113 |   23.16089   7.799197     2.97   0.003     7.874743    38.44703
 _Iblock_114 |    38.3382   18.46203     2.08   0.038     2.153287    74.52311
 _Iblock_115 |   12.02512   11.28166     1.07   0.286    -10.08653    34.13676
 _Iblock_116 |   19.65362    8.16588     2.41   0.016     3.648787    35.65845
 _Iblock_117 |  -44.99514   18.46203    -2.44   0.015    -81.18005   -8.810228
 _Iblock_118 |   15.35459   10.00815     1.53   0.125    -4.261033    34.97021
 _Iblock_119 |   30.09894   18.41581     1.63   0.102    -5.995383    66.19326
 _Iblock_120 |  -5.841733   11.33058    -0.52   0.606    -28.04926    16.36579
 _Iblock_121 |   13.82658   13.45717     1.03   0.304    -12.54898    40.20214
 _Iblock_122 |  -2.074634   6.627501    -0.31   0.754     -15.0643    10.91503
 _Iblock_123 |   .6020527   13.48081     0.04   0.964    -25.81986    27.02396
 _Iblock_124 |   3.829125   10.01201     0.38   0.702    -15.79406    23.45231
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |  -17.43596   18.43557    -0.95   0.344    -53.56901     18.6971
 _Iblock_128 |  -28.77163   13.46938    -2.14   0.033    -55.17113   -2.372142
 _Iblock_129 |  -.9889454   6.480182    -0.15   0.879    -13.68987    11.71198
 _Iblock_130 |   14.25496   7.272214     1.96   0.050     .0016859    28.50824
 _Iblock_131 |   45.33032   18.48528     2.45   0.014     9.099839    81.56081
 _Iblock_132 |   10.21034   11.27369     0.91   0.365    -11.88569    32.30637
 _Iblock_133 |  -22.87404   13.45974    -1.70   0.089    -49.25464    3.506569
 _Iblock_134 |   15.12745   11.24255     1.35   0.178    -6.907536    37.16244
 _Iblock_135 |   13.77647   13.42425     1.03   0.305    -12.53458    40.08751
 _Iblock_136 |   28.95976   11.24188     2.58   0.010     6.926085    50.99343
 _Iblock_137 |   7.406132   6.610334     1.12   0.263    -5.549885    20.36215
 _Iblock_138 |   15.31795   10.07326     1.52   0.128    -4.425284    35.06118
 _Iblock_139 |   29.15408   11.28096     2.58   0.010     7.043807    51.26435
 _Iblock_140 |  -17.89369   18.40632    -0.97   0.331    -53.96942    18.18204
 _Iblock_141 |   21.38398   13.42472     1.59   0.111    -4.927994    47.69596
       _cons |   65.34463   6.639134     9.84   0.000     52.33217     78.3571
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4136135   .0712587     5.80   0.000     .2739491     .553278
       _cons |  -.1240523   .0501528    -2.47   0.013    -.2223499   -.0257547
-------------+----------------------------------------------------------------
/mills       |
      lambda |   .2282682   5.975963     0.04   0.970     -11.4844    11.94094
-------------+----------------------------------------------------------------
         rho |    0.01287
       sigma |  17.736356
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. xi: heckman polite roma  treated treated_roma  female cemetary nursery wedding  i.block if w2==1, two select(foll)  
i.block           _Iblock_1-141       (_Iblock_1 for block==Baranya_1_1 omitted)
note: _Iblock_7 omitted because of collinearity.
note: _Iblock_50 omitted because of collinearity.
note: _Iblock_52 omitted because of collinearity.
note: _Iblock_65 omitted because of collinearity.
note: _Iblock_68 omitted because of collinearity.
note: _Iblock_75 omitted because of collinearity.
note: _Iblock_89 omitted because of collinearity.
note: _Iblock_125 omitted because of collinearity.
note: _Iblock_126 omitted because of collinearity.

Heckman selection model -- two-step estimates   Number of obs     =      1,260
(regression model with sample selection)              Selected    =        671
                                                      Nonselected =        589

                                                Wald chi2(138)    =     186.36
                                                Prob > chi2       =     0.0038

------------------------------------------------------------------------------
      polite | Coefficient  Std. err.      z    P>|z|     [95% conf. interval]
-------------+----------------------------------------------------------------
polite       |
        roma |  -5.606026   2.073227    -2.70   0.007    -9.669476   -1.542576
     treated |  -.7044174   1.793969    -0.39   0.695    -4.220532    2.811697
treated_roma |   1.861938   2.923827     0.64   0.524    -3.868658    7.592534
      female |   2.501015   1.381641     1.81   0.070     -.206952    5.208982
    cemetary |  -3.522131   1.932688    -1.82   0.068    -7.310131    .2658684
     nursery |  -7.317448   2.076795    -3.52   0.000    -11.38789   -3.247005
     wedding |  -1.385435   2.010791    -0.69   0.491    -5.326513    2.555643
   _Iblock_2 |   9.188127   9.218776     1.00   0.319    -8.880342     27.2566
   _Iblock_3 |  -26.56777   17.04084    -1.56   0.119     -59.9672     6.83166
   _Iblock_4 |   4.039562   12.34736     0.33   0.744    -20.16081    28.23994
   _Iblock_5 |   5.523386   17.07211     0.32   0.746    -27.93733     38.9841
   _Iblock_6 |   21.29218   16.85291     1.26   0.206    -11.73891    54.32328
   _Iblock_7 |          0  (omitted)
   _Iblock_8 |  -2.583656   17.05372    -0.15   0.880    -36.00833    30.84102
   _Iblock_9 |  -10.20608   6.258118    -1.63   0.103    -22.47177    2.059606
  _Iblock_10 |  -10.22586   7.490907    -1.37   0.172    -24.90777     4.45605
  _Iblock_11 |  -26.56777   17.04084    -1.56   0.119     -59.9672     6.83166
  _Iblock_12 |  -7.601385   6.902855    -1.10   0.271    -21.13073    5.927963
  _Iblock_13 |   3.998572   6.899898     0.58   0.562    -9.524979    17.52212
  _Iblock_14 |  -4.295078   17.06431    -0.25   0.801    -37.74051    29.15035
  _Iblock_15 |   -5.11872   6.674418    -0.77   0.443    -18.20034      7.9629
  _Iblock_16 |   -10.5729   12.32348    -0.86   0.391    -34.72648    13.58067
  _Iblock_17 |  -1.079632   9.247711    -0.12   0.907    -19.20481    17.04555
  _Iblock_18 |  -10.48742   7.505295    -1.40   0.162    -25.19753    4.222687
  _Iblock_19 |  -8.557761    6.90098    -1.24   0.215    -22.08343    4.967912
  _Iblock_20 |  -9.245833   7.180984    -1.29   0.198     -23.3203    4.828638
  _Iblock_21 |   5.090281    9.22779     0.55   0.581    -12.99586    23.17642
  _Iblock_22 |   -3.58177   6.353993    -0.56   0.573    -16.03537    8.871827
  _Iblock_23 |    12.0709   12.33705     0.98   0.328    -12.10927    36.25107
  _Iblock_24 |  -15.58847   12.32333    -1.26   0.206    -39.74175    8.564809
  _Iblock_25 |   -5.68379    8.50777    -0.67   0.504    -22.35871    10.99113
  _Iblock_26 |   -8.51902   16.82686    -0.51   0.613    -41.49906    24.46102
  _Iblock_27 |   5.284689   12.46804     0.42   0.672    -19.15221    29.72159
  _Iblock_28 |   21.91929   9.263303     2.37   0.018     3.763553    40.07503
  _Iblock_29 |   -8.67569   12.31247    -0.70   0.481    -32.80768     15.4563
  _Iblock_30 |   -2.26078   6.927537    -0.33   0.744     -15.8385    11.31694
  _Iblock_31 |  -24.47792    17.0286    -1.44   0.151    -57.85336     8.89753
  _Iblock_32 |  -5.362122   12.32206    -0.44   0.663    -29.51291    18.78867
  _Iblock_33 |  -8.228433   12.32507    -0.67   0.504    -32.38512    15.92826
  _Iblock_34 |   22.19006   17.07211     1.30   0.194    -11.27066    55.65077
  _Iblock_35 |  -6.920744   6.897987    -1.00   0.316    -20.44055    6.599063
  _Iblock_36 |   10.65202   17.05575     0.62   0.532    -22.77663    44.08067
  _Iblock_37 |   8.756549   8.474021     1.03   0.301    -7.852228    25.36533
  _Iblock_38 |   28.01975   16.82883     1.66   0.096    -4.964158    61.00366
  _Iblock_39 |   1.551116   8.519565     0.18   0.856    -15.14692    18.24916
  _Iblock_40 |  -7.248213   9.225505    -0.79   0.432    -25.32987    10.83344
  _Iblock_41 |  -9.638795    8.50898    -1.13   0.257    -26.31609      7.0385
  _Iblock_42 |   5.365977   6.955962     0.77   0.440    -8.267459    18.99941
  _Iblock_43 |  -8.636033   10.40564    -0.83   0.407    -29.03072    11.75866
  _Iblock_44 |  -4.516346   7.202975    -0.63   0.531    -18.63392    9.601226
  _Iblock_45 |   6.686896   7.541231     0.89   0.375    -8.093645    21.46744
  _Iblock_46 |  -4.133189   7.536834    -0.55   0.583    -18.90511    10.63874
  _Iblock_47 |  -10.65572   16.85571    -0.63   0.527     -43.6923    22.38086
  _Iblock_48 |   5.675163   6.904376     0.82   0.411    -7.857165    19.20749
  _Iblock_49 |  -10.93468   7.521319    -1.45   0.146     -25.6762    3.806832
  _Iblock_50 |          0  (omitted)
  _Iblock_51 |  -10.11416   10.35072    -0.98   0.328    -30.40121    10.17288
  _Iblock_52 |          0  (omitted)
  _Iblock_53 |   3.130016   8.477962     0.37   0.712    -13.48648    19.74652
  _Iblock_54 |  -7.814602   16.82677    -0.46   0.642    -40.79446    25.16525
  _Iblock_55 |  -10.72945   12.32115    -0.87   0.384    -34.87846    13.41956
  _Iblock_56 |   .1955473   8.463779     0.02   0.982    -16.39315    16.78425
  _Iblock_57 |   .5705483   17.04291     0.03   0.973    -32.83293    33.97403
  _Iblock_58 |   11.97297   5.979008     2.00   0.045     .2543263    23.69161
  _Iblock_59 |  -4.723703   16.86288    -0.28   0.779    -37.77435    28.32694
  _Iblock_60 |  -11.65874   12.43973    -0.94   0.349    -36.04016    12.72267
  _Iblock_61 |  -4.950254   7.170792    -0.69   0.490    -19.00475    9.104241
  _Iblock_62 |  -31.46848   17.09071    -1.84   0.066    -64.96566    2.028698
  _Iblock_63 |   3.329138     9.2856     0.36   0.720     -14.8703    21.52858
  _Iblock_64 |   4.087671   6.929699     0.59   0.555     -9.49429    17.66963
  _Iblock_65 |          0  (omitted)
  _Iblock_66 |   12.37457   12.40122     1.00   0.318    -11.93137    36.68051
  _Iblock_67 |  -14.44085   16.90067    -0.85   0.393    -47.56555    18.68386
  _Iblock_68 |          0  (omitted)
  _Iblock_69 |   6.583353   12.39878     0.53   0.595    -17.71781    30.88452
  _Iblock_70 |  -4.631754   9.205646    -0.50   0.615    -22.67449    13.41098
  _Iblock_71 |  -9.556255     10.543    -0.91   0.365    -30.22015    11.10764
  _Iblock_72 |  -1.695665   7.218098    -0.23   0.814    -15.84288    12.45155
  _Iblock_73 |  -3.973396   9.260061    -0.43   0.668    -22.12278    14.17599
  _Iblock_74 |  -.5700401   6.679706    -0.09   0.932    -13.66202    12.52194
  _Iblock_75 |          0  (omitted)
  _Iblock_76 |  -6.912952   12.43565    -0.56   0.578    -31.28638    17.46048
  _Iblock_77 |  -12.91273   12.39049    -1.04   0.297    -37.19765    11.37219
  _Iblock_78 |  -2.667953   9.223585    -0.29   0.772    -20.74585    15.40994
  _Iblock_79 |  -5.150517   10.35342    -0.50   0.619    -25.44285    15.14182
  _Iblock_80 |  -2.325936   7.916547    -0.29   0.769    -17.84208    13.19021
  _Iblock_81 |   14.78743   17.03076     0.87   0.385    -18.59225    48.16712
  _Iblock_82 |  -10.76326   7.907808    -1.36   0.173    -26.26228    4.735755
  _Iblock_83 |  -.4119782   16.86116    -0.02   0.981    -33.45924    32.63528
  _Iblock_84 |  -1.450623   8.446868    -0.17   0.864    -18.00618    15.10493
  _Iblock_85 |  -4.677909   6.092727    -0.77   0.443    -16.61943    7.263616
  _Iblock_86 |  -25.82142   10.38832    -2.49   0.013    -46.18215   -5.460686
  _Iblock_87 |  -2.438679   9.216797    -0.26   0.791    -20.50327    15.62591
  _Iblock_88 |   8.904902   12.45842     0.71   0.475    -15.51316    33.32296
  _Iblock_89 |          0  (omitted)
  _Iblock_90 |  -6.709047   12.36111    -0.54   0.587    -30.93638    17.51828
  _Iblock_91 |  -15.24628   12.43565    -1.23   0.220    -39.61971    9.127146
  _Iblock_92 |  -20.97278   9.257019    -2.27   0.023     -39.1162   -2.829355
  _Iblock_93 |  -4.219349   6.908954    -0.61   0.541    -17.76065    9.321952
  _Iblock_94 |  -12.65764   8.448791    -1.50   0.134    -29.21697    3.901688
  _Iblock_95 |  -7.483653   5.522116    -1.36   0.175     -18.3068    3.339495
  _Iblock_96 |   -17.6476   12.44103    -1.42   0.156    -42.03157     6.73636
  _Iblock_97 |  -3.863611    4.91914    -0.79   0.432    -13.50495    5.777727
  _Iblock_98 |  -2.533727    9.26452    -0.27   0.784    -20.69185     15.6244
  _Iblock_99 |  -2.078758   6.509493    -0.32   0.749    -14.83713    10.67961
 _Iblock_100 |  -5.298008    6.49997    -0.82   0.415    -18.03772    7.441699
 _Iblock_101 |  -6.014654   17.05575    -0.35   0.724     -39.4433      27.414
 _Iblock_102 |   22.20124   10.36509     2.14   0.032     1.886039    42.51645
 _Iblock_103 |   10.48235   10.32902     1.01   0.310     -9.76215    30.72685
 _Iblock_104 |   -28.0034   16.84133    -1.66   0.096    -61.01181    5.005011
 _Iblock_105 |    4.58295   9.214359     0.50   0.619    -13.47686    22.64276
 _Iblock_106 |   1.796014   12.37544     0.15   0.885     -22.4594    26.05143
 _Iblock_107 |  -6.519697   7.158991    -0.91   0.362    -20.55106    7.511669
 _Iblock_108 |  -4.546173     6.1957    -0.73   0.463    -16.68952    7.597176
 _Iblock_109 |  -8.649857   7.158536    -1.21   0.227    -22.68033    5.380617
 _Iblock_110 |  -7.138223   7.478694    -0.95   0.340    -21.79619    7.519749
 _Iblock_111 |   3.547798   6.682724     0.53   0.595      -9.5501     16.6457
 _Iblock_112 |   -11.1363   10.32159    -1.08   0.281    -31.36625    9.093642
 _Iblock_113 |  -.2754408   7.177712    -0.04   0.969     -14.3435    13.79262
 _Iblock_114 |   16.25804   17.06502     0.95   0.341    -17.18879    49.70488
 _Iblock_115 |  -.3761081   10.42335    -0.04   0.971    -20.80549    20.05328
 _Iblock_116 |  -.1461097   7.503105    -0.02   0.984    -14.85193    14.55971
 _Iblock_117 |  -67.07529   17.06502    -3.93   0.000    -100.5221   -33.62846
 _Iblock_118 |  -2.783549   9.199364    -0.30   0.762    -20.81397    15.24687
 _Iblock_119 |   -8.51902   16.82686    -0.51   0.613    -41.49906    24.46102
 _Iblock_120 |  -7.549276   10.43274    -0.72   0.469    -27.99708    12.89853
 _Iblock_121 |  -7.447321    12.4356    -0.60   0.549    -31.82065    16.92601
 _Iblock_122 |  -14.89462   6.097253    -2.44   0.015    -26.84501   -2.944219
 _Iblock_123 |   3.292428   12.45763     0.26   0.792    -21.12408    27.70894
 _Iblock_124 |  -9.866377   9.203546    -1.07   0.284    -27.90499    8.172241
 _Iblock_125 |          0  (omitted)
 _Iblock_126 |          0  (omitted)
 _Iblock_127 |  -26.56777   17.04084    -1.56   0.119     -59.9672     6.83166
 _Iblock_128 |  -17.95017   12.44671    -1.44   0.149    -42.34527    6.444928
 _Iblock_129 |   -5.67416   5.957669    -0.95   0.341    -17.35098    6.002656
 _Iblock_130 |   1.283698   6.696194     0.19   0.848     -11.8406      14.408
 _Iblock_131 |   4.365865   17.08676     0.26   0.798    -29.12356    37.85529
 _Iblock_132 |  -5.488047   10.38038    -0.53   0.597    -25.83321    14.85712
 _Iblock_133 |  -38.82871   12.43818    -3.12   0.002    -63.20708   -14.45033
 _Iblock_134 |  -6.841343   10.35157    -0.66   0.509    -27.13004    13.44736
 _Iblock_135 |  -9.927877   12.27081    -0.81   0.418    -33.97823    14.12248
 _Iblock_136 |   6.552503   10.35131     0.63   0.527    -13.73569     26.8407
 _Iblock_137 |  -4.082154   6.081224    -0.67   0.502    -16.00114    7.836827
 _Iblock_138 |   -2.71531    9.21399    -0.29   0.768     -20.7744    15.34378
 _Iblock_139 |   9.794946   10.38681     0.94   0.346    -10.56284    30.15273
 _Iblock_140 |  -20.54462   17.01417    -1.21   0.227    -53.89178    12.80254
 _Iblock_141 |  -3.144925   12.33911    -0.25   0.799    -27.32914    21.03928
       _cons |   68.84439   6.203431    11.10   0.000     56.68589     81.0029
-------------+----------------------------------------------------------------
select       |
 followed_up |   .4136135   .0712587     5.80   0.000     .2739491     .553278
       _cons |  -.1240523   .0501528    -2.47   0.013    -.2223499   -.0257547
-------------+----------------------------------------------------------------
/mills       |
      lambda |   8.380658   5.675377     1.48   0.140    -2.742877    19.50419
-------------+----------------------------------------------------------------
         rho |    0.47684
       sigma |   17.57542
------------------------------------------------------------------------------

. outreg2 using muni_treat_rob.xls, dec(1) br   append
muni_treat_rob.xls
dir : seeout

. 
. 
. *** Online Appendix
. 
. 
. 
. 
. *** 2SLS
. 
. areg r roma treated treated_roma  female cemetary nursery wedding if w2==0 & treated==1 , r a(block)
note: treated omitted because of collinearity.
note: treated_roma omitted because of collinearity.

Linear regression, absorbing indicators            Number of obs     =     626
Absorbed variable: block                           No. of categories =     135
                                                   F(5, 486)         =    4.76
                                                   Prob > F          =  0.0003
                                                   R-squared         =  0.3051
                                                   Adj R-squared     =  0.1064
                                                   Root MSE          = 47.2991

------------------------------------------------------------------------------
             |               Robust
           r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |   1.212116   4.460838     0.27   0.786    -7.552794    9.977027
     treated |          0  (omitted)
treated_roma |          0  (omitted)
      female |  -1.341628   4.425682    -0.30   0.762    -10.03746    7.354206
    cemetary |   25.78631   6.424672     4.01   0.000     13.16275    38.40987
     nursery |   9.561179   6.714332     1.42   0.155    -3.631526    22.75388
     wedding |   1.665912    6.63397     0.25   0.802    -11.36889    14.70072
       _cons |   40.53367   5.756218     7.04   0.000     29.22352    51.84381
------------------------------------------------------------------------------

. 
. 
. 
.  gen opened_tasz_roma= opened_tasz*roma

. ivreg r roma female cemetary nursery wedding (opened_tasz opened_tasz_roma= treated treated_roma) if w2==0, r first

First-stage regressions
-----------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     18.05
       Model |  8.36166254         7  1.19452322   Prob > F        =    0.0000
    Residual |   82.859766     1,252  .066181922   R-squared       =    0.0917
-------------+----------------------------------   Adj R-squared   =    0.0866
       Total |  91.2214286     1,259  .072455464   Root MSE        =    .25726

------------------------------------------------------------------------------
 opened_tasz | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -.0010519   .0205241    -0.05   0.959    -.0413174    .0392135
      female |   .0016764   .0145279     0.12   0.908    -.0268254    .0301781
    cemetary |  -.0102109   .0208994    -0.49   0.625    -.0512126    .0307909
     nursery |  -.0128893   .0209908    -0.61   0.539    -.0540703    .0282916
     wedding |   .0288306   .0210233     1.37   0.171    -.0124143    .0700755
     treated |   .1453994   .0209572     6.94   0.000     .1042843    .1865145
treated_roma |    .027229   .0290551     0.94   0.349     -.029773     .084231
       _cons |  -.0021668   .0212129    -0.10   0.919    -.0437836    .0394499
------------------------------------------------------------------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     29.65
       Model |  7.34941691         7   1.0499167   Prob > F        =    0.0000
    Residual |  44.3362974     1,252  .035412378   R-squared       =    0.1422
-------------+----------------------------------   Adj R-squared   =    0.1374
       Total |  51.6857143     1,259   .04105299   Root MSE        =    .18818

------------------------------------------------------------------------------
opened_tas~a | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -.0015397   .0150132    -0.10   0.918    -.0309934    .0279141
      female |  -.0048144    .010627    -0.45   0.651    -.0256632    .0160343
    cemetary |  -.0042561   .0152877    -0.28   0.781    -.0342485    .0257362
     nursery |     .01106   .0153545     0.72   0.471    -.0190635    .0411834
     wedding |   .0376541   .0153783     2.45   0.014     .0074839    .0678243
     treated |   .0006593     .01533     0.04   0.966     -.029416    .0307345
treated_roma |   .1717008   .0212535     8.08   0.000     .1300044    .2133971
       _cons |  -.0082436    .015517    -0.53   0.595    -.0386858    .0221986
------------------------------------------------------------------------------


Instrumental variables 2SLS regression          Number of obs     =      1,260
                                                F(7, 1252)        =       3.89
                                                Prob > F          =     0.0003
                                                R-squared         =          .
                                                Root MSE          =      51.24

----------------------------------------------------------------------------------
                 |               Robust
               r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-----------------+----------------------------------------------------------------
     opened_tasz |  -71.12691   29.51866    -2.41   0.016    -129.0384   -13.21542
opened_tasz_roma |   89.80644   37.29879     2.41   0.016     16.63141    162.9815
            roma |  -11.24755    3.94478    -2.85   0.004    -18.98666    -3.50844
          female |   .8645689   2.901049     0.30   0.766    -4.826884    6.556022
        cemetary |   16.12528   4.161614     3.87   0.000     7.960777    24.28979
         nursery |   4.611451   4.209554     1.10   0.274    -3.647106    12.87001
         wedding |   2.649488   4.308568     0.61   0.539    -5.803323     11.1023
           _cons |   52.94152   4.240099    12.49   0.000     44.62304       61.26
----------------------------------------------------------------------------------
Instrumented: opened_tasz opened_tasz_roma
 Instruments: roma female cemetary nursery wedding treated treated_roma

. outreg2 using muni_iv.xls, dec(1) br  
muni_iv.xls
dir : seeout

. 
. ivreg help roma female cemetary nursery wedding (opened_tasz opened_tasz_roma= treated treated_roma) if w2==0, r first

First-stage regressions
-----------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     18.05
       Model |  8.36166254         7  1.19452322   Prob > F        =    0.0000
    Residual |   82.859766     1,252  .066181922   R-squared       =    0.0917
-------------+----------------------------------   Adj R-squared   =    0.0866
       Total |  91.2214286     1,259  .072455464   Root MSE        =    .25726

------------------------------------------------------------------------------
 opened_tasz | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -.0010519   .0205241    -0.05   0.959    -.0413174    .0392135
      female |   .0016764   .0145279     0.12   0.908    -.0268254    .0301781
    cemetary |  -.0102109   .0208994    -0.49   0.625    -.0512126    .0307909
     nursery |  -.0128893   .0209908    -0.61   0.539    -.0540703    .0282916
     wedding |   .0288306   .0210233     1.37   0.171    -.0124143    .0700755
     treated |   .1453994   .0209572     6.94   0.000     .1042843    .1865145
treated_roma |    .027229   .0290551     0.94   0.349     -.029773     .084231
       _cons |  -.0021668   .0212129    -0.10   0.919    -.0437836    .0394499
------------------------------------------------------------------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     29.65
       Model |  7.34941691         7   1.0499167   Prob > F        =    0.0000
    Residual |  44.3362974     1,252  .035412378   R-squared       =    0.1422
-------------+----------------------------------   Adj R-squared   =    0.1374
       Total |  51.6857143     1,259   .04105299   Root MSE        =    .18818

------------------------------------------------------------------------------
opened_tas~a | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |  -.0015397   .0150132    -0.10   0.918    -.0309934    .0279141
      female |  -.0048144    .010627    -0.45   0.651    -.0256632    .0160343
    cemetary |  -.0042561   .0152877    -0.28   0.781    -.0342485    .0257362
     nursery |     .01106   .0153545     0.72   0.471    -.0190635    .0411834
     wedding |   .0376541   .0153783     2.45   0.014     .0074839    .0678243
     treated |   .0006593     .01533     0.04   0.966     -.029416    .0307345
treated_roma |   .1717008   .0212535     8.08   0.000     .1300044    .2133971
       _cons |  -.0082436    .015517    -0.53   0.595    -.0386858    .0221986
------------------------------------------------------------------------------


Instrumental variables 2SLS regression          Number of obs     =      1,260
                                                F(7, 1252)        =       4.38
                                                Prob > F          =     0.0001
                                                R-squared         =          .
                                                Root MSE          =     42.946

----------------------------------------------------------------------------------
                 |               Robust
            help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-----------------+----------------------------------------------------------------
     opened_tasz |  -61.81969   25.58245    -2.42   0.016    -112.0089    -11.6305
opened_tasz_roma |   75.79273   31.55699     2.40   0.016     13.88232    137.7031
            roma |  -12.58553   3.320396    -3.79   0.000    -19.09968   -6.071375
          female |  -1.663141   2.438455    -0.68   0.495    -6.447049    3.120767
        cemetary |   11.88999   3.434638     3.46   0.001     5.151708    18.62827
         nursery |   3.440316   3.525277     0.98   0.329    -3.475786    10.35642
         wedding |   2.565801   3.651412     0.70   0.482     -4.59776    9.729362
           _cons |   45.42751   3.606362    12.60   0.000     38.35233    52.50269
----------------------------------------------------------------------------------
Instrumented: opened_tasz opened_tasz_roma
 Instruments: roma female cemetary nursery wedding treated treated_roma

. outreg2 using muni_iv.xls, dec(1) br   append
muni_iv.xls
dir : seeout

. 
. ivreg r roma female cemetary nursery wedding (opened_tasz opened_tasz_roma= treated treated_roma) if w2==1, r first

First-stage regressions
-----------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     19.59
       Model |  9.83043262         7  1.40434752   Prob > F        =    0.0000
    Residual |  89.7402023     1,252  .071677478   R-squared       =    0.0987
-------------+----------------------------------   Adj R-squared   =    0.0937
       Total |  99.5706349     1,259  .079087081   Root MSE        =    .26773

------------------------------------------------------------------------------
 opened_tasz | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |   .0013719    .021406     0.06   0.949    -.0406238    .0433676
      female |  -.0080043   .0151351    -0.53   0.597    -.0376972    .0216887
    cemetary |   .0307474   .0213695     1.44   0.150    -.0111765    .0726714
     nursery |  -.0041039   .0211397    -0.19   0.846     -.045577    .0373693
     wedding |   -.003791   .0209947    -0.18   0.857    -.0449797    .0373978
     treated |    .174589   .0209766     8.32   0.000     .1334359    .2157421
treated_roma |   .0005571   .0302889     0.02   0.985    -.0588655    .0599796
       _cons |  -.0021581   .0210169    -0.10   0.918    -.0433904    .0390742
------------------------------------------------------------------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     29.05
       Model |  7.34840516         7  1.04977217   Prob > F        =    0.0000
    Residual |  45.2508012     1,252  .036142812   R-squared       =    0.1397
-------------+----------------------------------   Adj R-squared   =    0.1349
       Total |  52.5992063     1,259  .041778559   Root MSE        =    .19011

------------------------------------------------------------------------------
opened_tas~a | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |    .000097   .0152004     0.01   0.995    -.0297241    .0299182
      female |  -.0010167   .0107474    -0.09   0.925    -.0221017    .0200682
    cemetary |   .0164044   .0151745     1.08   0.280    -.0133658    .0461747
     nursery |   .0129624   .0150113     0.86   0.388    -.0164877    .0424125
     wedding |  -.0028932   .0149084    -0.19   0.846    -.0321413    .0263549
     treated |   .0007079   .0148955     0.05   0.962    -.0285149    .0299308
treated_roma |   .1757324   .0215081     8.17   0.000     .1335364    .2179284
       _cons |  -.0062206   .0149241    -0.42   0.677    -.0354996    .0230585
------------------------------------------------------------------------------


Instrumental variables 2SLS regression          Number of obs     =      1,260
                                                F(7, 1252)        =      11.86
                                                Prob > F          =     0.0000
                                                R-squared         =     0.0575
                                                Root MSE          =     48.628

----------------------------------------------------------------------------------
                 |               Robust
               r | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-----------------+----------------------------------------------------------------
     opened_tasz |   11.80057   21.77728     0.54   0.588    -30.92343    54.52456
opened_tasz_roma |  -16.29277   31.40916    -0.52   0.604    -77.91316    45.32761
            roma |  -15.79709   3.882894    -4.07   0.000    -23.41479   -8.179398
          female |  -7.210513    2.75159    -2.62   0.009    -12.60875   -1.812278
        cemetary |   19.46099   3.810189     5.11   0.000     11.98593    26.93605
         nursery |   3.405275   3.901489     0.87   0.383    -4.248903    11.05945
         wedding |   4.106505   3.867907     1.06   0.289     -3.48179     11.6948
           _cons |   57.17469   3.888926    14.70   0.000     49.54516    64.80422
----------------------------------------------------------------------------------
Instrumented: opened_tasz opened_tasz_roma
 Instruments: roma female cemetary nursery wedding treated treated_roma

. outreg2 using muni_iv.xls, dec(1) br  append
muni_iv.xls
dir : seeout

. 
. ivreg help roma female cemetary nursery wedding (opened_tasz opened_tasz_roma= treated treated_roma) if w2==1, r first

First-stage regressions
-----------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     19.59
       Model |  9.83043262         7  1.40434752   Prob > F        =    0.0000
    Residual |  89.7402023     1,252  .071677478   R-squared       =    0.0987
-------------+----------------------------------   Adj R-squared   =    0.0937
       Total |  99.5706349     1,259  .079087081   Root MSE        =    .26773

------------------------------------------------------------------------------
 opened_tasz | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |   .0013719    .021406     0.06   0.949    -.0406238    .0433676
      female |  -.0080043   .0151351    -0.53   0.597    -.0376972    .0216887
    cemetary |   .0307474   .0213695     1.44   0.150    -.0111765    .0726714
     nursery |  -.0041039   .0211397    -0.19   0.846     -.045577    .0373693
     wedding |   -.003791   .0209947    -0.18   0.857    -.0449797    .0373978
     treated |    .174589   .0209766     8.32   0.000     .1334359    .2157421
treated_roma |   .0005571   .0302889     0.02   0.985    -.0588655    .0599796
       _cons |  -.0021581   .0210169    -0.10   0.918    -.0433904    .0390742
------------------------------------------------------------------------------

      Source |       SS           df       MS      Number of obs   =     1,260
-------------+----------------------------------   F(7, 1252)      =     29.05
       Model |  7.34840516         7  1.04977217   Prob > F        =    0.0000
    Residual |  45.2508012     1,252  .036142812   R-squared       =    0.1397
-------------+----------------------------------   Adj R-squared   =    0.1349
       Total |  52.5992063     1,259  .041778559   Root MSE        =    .19011

------------------------------------------------------------------------------
opened_tas~a | Coefficient  Std. err.      t    P>|t|     [95% conf. interval]
-------------+----------------------------------------------------------------
        roma |    .000097   .0152004     0.01   0.995    -.0297241    .0299182
      female |  -.0010167   .0107474    -0.09   0.925    -.0221017    .0200682
    cemetary |   .0164044   .0151745     1.08   0.280    -.0133658    .0461747
     nursery |   .0129624   .0150113     0.86   0.388    -.0164877    .0424125
     wedding |  -.0028932   .0149084    -0.19   0.846    -.0321413    .0263549
     treated |   .0007079   .0148955     0.05   0.962    -.0285149    .0299308
treated_roma |   .1757324   .0215081     8.17   0.000     .1335364    .2179284
       _cons |  -.0062206   .0149241    -0.42   0.677    -.0354996    .0230585
------------------------------------------------------------------------------


Instrumental variables 2SLS regression          Number of obs     =      1,260
                                                F(7, 1252)        =      12.62
                                                Prob > F          =     0.0000
                                                R-squared         =     0.0606
                                                Root MSE          =     38.551

----------------------------------------------------------------------------------
                 |               Robust
            help | Coefficient  std. err.      t    P>|t|     [95% conf. interval]
-----------------+----------------------------------------------------------------
     opened_tasz |   9.407079   17.90232     0.53   0.599    -25.71478    44.52893
opened_tasz_roma |  -14.09009   24.81197    -0.57   0.570    -62.76772    34.58754
            roma |  -13.47181   3.048571    -4.42   0.000    -19.45268   -7.490936
          female |  -3.941434   2.183621    -1.80   0.071    -8.225394    .3425267
        cemetary |   14.98678    3.01816     4.97   0.000     9.065565    20.90798
         nursery |    .524526   3.065235     0.17   0.864    -5.489037    6.538089
         wedding |   3.492011    3.09385     1.13   0.259    -2.577692    9.561714
           _cons |   42.85707   3.119068    13.74   0.000     36.73789    48.97624
----------------------------------------------------------------------------------
Instrumented: opened_tasz opened_tasz_roma
 Instruments: roma female cemetary nursery wedding treated treated_roma

. outreg2 using muni_iv.xls, dec(1) br   append
muni_iv.xls
dir : seeout

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end of do-file

